From c1a22607586866df912b9102872e96d722b0db4a Mon Sep 17 00:00:00 2001 From: bivashpandey <36802916+bivashpandey@users.noreply.github.com> Date: Tue, 7 Jun 2022 01:25:24 -0300 Subject: [PATCH 01/63] Adding 3D Computer Vision & Geometric Deep Learning (#203) * Adding 3D Computer Vision & Geometric Deep Learning * Updated dead links --- README.md | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index e317482..836086e 100755 --- a/README.md +++ b/README.md @@ -43,8 +43,8 @@ Table of Contents ### Introduction to Computer Science - [CS 10 - The Beauty and Joy of Computing - Spring 2015 - Dan Garcia - UC Berkeley InfoCoBuild](http://www.infocobuild.com/education/audio-video-courses/computer-science/cs10-spring2015-berkeley.html) -- [6.0001 - Introduction to Computer Science and Programming in Python - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-0001-introduction-to-computer-science-and-programming-in-python-fall-2016/lecture-videos/) -- [6.001 - Structure and Interpretation of Computer Programs, MIT](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-001-structure-and-interpretation-of-computer-programs-spring-2005/video-lectures) +- [6.0001 - Introduction to Computer Science and Programming in Python - MIT OCW](https://ocw.mit.edu/courses/6-0001-introduction-to-computer-science-and-programming-in-python-fall-2016/video_galleries/lecture-videos/) +- [6.001 - Structure and Interpretation of Computer Programs, MIT](https://ocw.mit.edu/courses/6-001-structure-and-interpretation-of-computer-programs-spring-2005/video_galleries/video-lectures/) - [CS 50 - Introduction to Computer Science, Harvard University](https://online-learning.harvard.edu/course/cs50-introduction-computer-science) ([cs50.tv](http://cs50.tv/2017/fall/)) - [CS 61A - Structure and Interpretation of Computer Programs [Python], UC Berkeley](https://cs61a.org/) - [CPSC 110 - Systematic Program Design [Racket], University of British Columbia](https://www.youtube.com/channel/UC7dEjIUwSxSNcW4PqNRQW8w/playlists?view=1&flow=grid&sort=da) @@ -64,7 +64,7 @@ Table of Contents - [Python Boot Camp Fall 2016 - Berkeley Institute for Data Science (BIDS)](https://www.youtube.com/playlist?list=PLKW2Azk23ZtSeBcvJi0JnL7PapedOvwz9) - [CS 101 - Introduction to Computer Science - Udacity](https://www.youtube.com/playlist?list=PLAwxTw4SYaPmjFQ2w9j05WDX8Jtg5RXWW) - [6.00SC - Introduction to Computer Science and Programming (Spring 2011) - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-00sc-introduction-to-computer-science-and-programming-spring-2011/) -- [6.00 - Introduction to Computer Science and Programming (Fall 2008) - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-00-introduction-to-computer-science-and-programming-fall-2008/video-lectures/) +- [6.00 - Introduction to Computer Science and Programming (Fall 2008) - MIT OCW](https://ocw.mit.edu/courses/6-00-introduction-to-computer-science-and-programming-fall-2008/video_galleries/video-lectures/) - [6.01SC - Introduction to Electrical Engineering and Computer Science I - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-01sc-introduction-to-electrical-engineering-and-computer-science-i-spring-2011/) - [Modern C++ Course (2018) - Bonn University](https://www.youtube.com/playlist?list=PLgnQpQtFTOGR50iIOtO36nK6aNPtVq98C) - [Modern C++ (Lecture & Tutorials, 2020, Vizzo & Stachniss) - University of Bonn](https://www.youtube.com/playlist?list=PLgnQpQtFTOGRM59sr3nSL8BmeMZR9GCIA) @@ -397,6 +397,7 @@ Table of Contents - [UVA DEEP LEARNING COURSE](http://uvadlc.github.io/#lecture) - [Nvidia Machine Learning Class](https://www.youtube.com/playlist?list=PLTIkHmXc-7an8xbwhAJX-LQ4D4Uf-ar5I) - [Deep Learning - Winter 2020-21 - Tübingen Machine Learning](https://www.youtube.com/playlist?list=PL05umP7R6ij3NTWIdtMbfvX7Z-4WEXRqD) + - [Geometric Deep Learning - AMMI](https://www.youtube.com/playlist?list=PLn2-dEmQeTfQ8YVuHBOvAhUlnIPYxkeu3) - **Reinforcement Learning** - [CS234: Reinforcement Learning - Winter 2019 - Stanford University](https://www.youtube.com/playlist?list=PLoROMvodv4rOSOPzutgyCTapiGlY2Nd8u) - [Introduction to reinforcement learning - UCL](https://www.youtube.com/playlist?list=PLqYmG7hTraZDM-OYHWgPebj2MfCFzFObQ) @@ -807,7 +808,7 @@ Table of Contents - [Modern C++ Course For CV (2020) - University of Bonn](https://www.ipb.uni-bonn.de/teaching/cpp-2020/lectures) - [Photogrammetry 1 Course – 2020 - University of Bonn](https://www.ipb.uni-bonn.de/photo1-2020/) - [Photogrammetry II Course 2020/21 - University of Bonn](https://www.ipb.uni-bonn.de/photo2-2020/) - +- [3D Computer Vision - National University of Singapore](https://www.youtube.com/playlist?list=PLxg0CGqViygP47ERvqHw_v7FVnUovJeaz) ------------------------------ ### Computational Biology From 76bb2e11fbb8529c0acd1482aa7ef3efd646be4d Mon Sep 17 00:00:00 2001 From: trisolaris233 <42718477+trisolaris233@users.noreply.github.com> Date: Tue, 14 Jun 2022 00:37:00 +0800 Subject: [PATCH 02/63] Fix unavailable URL fix unavailable URL of 6.006 MIT to a available one --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 836086e..502dccb 100755 --- a/README.md +++ b/README.md @@ -73,7 +73,7 @@ Table of Contents ### Data Structures and Algorithms -- [6.006 - Introduction to Algorithms, MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/lecture-videos/) +- [6.006 - Introduction to Algorithms, MIT OCW](https://ocw.mit.edu/courses/6-006-introduction-to-algorithms-spring-2020/video_galleries/lecture-videos/) - [Algorithms: Design and Analysis 1 - Stanford University](https://www.youtube.com/playlist?list=PLXFMmlk03Dt7Q0xr1PIAriY5623cKiH7V) - [Algorithms: Design and Analysis 2 - Stanford University](https://www.youtube.com/playlist?list=PLXFMmlk03Dt5EMI2s2WQBsLsZl7A5HEK6) - [COS 226 Algorithms, Youtube, Princeton - by Robert Sedgewick and Kevin Wayne](https://www.youtube.com/watch?v=1QZDe28peZk&list=PLRdD1c6QbAqJn0606RlOR6T3yUqFWKwmX&index=1) From 9db59b6e56cdf58e3e36f68677d89510a365e984 Mon Sep 17 00:00:00 2001 From: bivashpandey <36802916+bivashpandey@users.noreply.github.com> Date: Sat, 9 Jul 2022 14:52:16 -0300 Subject: [PATCH 03/63] Adding Statistics and Vector Calculus (#205) * Adding 3D Computer Vision & Geometric Deep Learning * Updated dead links * Adding Statistics and Vector Calculus --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index 502dccb..9716396 100755 --- a/README.md +++ b/README.md @@ -515,6 +515,7 @@ Table of Contents - [18.02 Multivariable Calculus, Fall 2007 - MIT OCW](https://ocw.mit.edu/courses/mathematics/18-02-multivariable-calculus-fall-2007/) - [18.03 Differential Equations, Spring 2010 - MIT OCW](https://ocw.mit.edu/courses/mathematics/18-03-differential-equations-spring-2010/) - [Highlights of Calculus - Gilbert Strang, MIT OCW](https://ocw.mit.edu/resources/res-18-005-highlights-of-calculus-spring-2010/) + - [Vector Calculus for Engineers - HKUST](https://www.youtube.com/playlist?list=PLkZjai-2JcxnYmkg6fpzz4WFumGVl7MOa) - **Discrete Math** - [6.042J - Mathematics for Computer Science, Fall 2010, MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-042j-mathematics-for-computer-science-fall-2010/video-lectures/) ([Spring 15](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-042j-mathematics-for-computer-science-spring-2015/index.htm)) - [Computer Science 70, 001 - Spring 2015](https://www.youtube.com/playlist?list=-XXv-cvA_iD8wQm8U0gG_Z1uHjImKXFy) @@ -524,6 +525,7 @@ Table of Contents - [Discrete Mathematical Structures - IIT Madras](https://nptel.ac.in/courses/106106094/) - [Discrete Structures - Pepperdine University](https://itunes.apple.com/us/course/discrete-structures/id546468789) - **Probability & Statistics** + - [Statistics - CrashCourse](https://www.youtube.com/playlist?list=PL8dPuuaLjXtNM_Y-bUAhblSAdWRnmBUcr) - [6.041 Probabilistic Systems Analysis and Applied Probability - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-041sc-probabilistic-systems-analysis-and-applied-probability-fall-2013/) - [Statistics 110 - Probability - Harvard University](https://www.youtube.com/playlist?list=PL2SOU6wwxB0uwwH80KTQ6ht66KWxbzTIo) - [STAT 2.1x: Descriptive Statistics | UC Berkeley](https://www.youtube.com/playlist?list=PL_Ig1a5kxu56TfFnGlRlH2YpOBWGiYsQD) From 94c8062133e968fd8a590f0745d2bf06f83fa446 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Jo=C3=A3o=20Victor=20Cardoso=20Kdouk?= Date: Sat, 9 Jul 2022 14:52:46 -0300 Subject: [PATCH 04/63] Updated "Hack your Language" by UC Berkeley (#207) Unfortunately, the current link to the "Hack your language" (CS 164) playlist is broken. I have updated with the 2012 playlist, although it may not reflect the homepage provided. --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 9716396..11027f4 100755 --- a/README.md +++ b/README.md @@ -583,7 +583,7 @@ Table of Contents ### Theoretical CS and Programming Languages - [MOOC - Compilers - Stanford University](https://archive.org/details/academictorrents_e31e54905c7b2669c81fe164de2859be4697013a) -- [CS 164 Hack your language, UC Berkeley](https://sites.google.com/a/bodik.org/cs164/home) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PL3A16CFC42CA6EF4F)) +- [CS 164 Hack your language, UC Berkeley](https://sites.google.com/a/bodik.org/cs164/home) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLuhjguFxSeVLvKvWwTUIpVwXdLtZPX1ZS)) - [Theory of computation - Shai Simonson](http://www.aduni.org/courses/theory/index.php?view=cw) - [CS 173 Programming Languages, Brown University](http://cs.brown.edu/courses/cs173/2012/Videos/) ([Book](http://cs.brown.edu/courses/cs173/2012/book/)) - [CS 421 - Programming Languages and Compilers, UIUC](https://courses.engr.illinois.edu/cs421/fa2014/) From 16311d7fcb5cc8dd30e507653430d578d1ae352b Mon Sep 17 00:00:00 2001 From: Bikram Halder Date: Sat, 9 Jul 2022 23:24:21 +0530 Subject: [PATCH 05/63] Add 2 courses by Prof. Madhavan Mukund, CMI (#209) - (Programming and Data Structures with Python, 2021-2022, Sem I) in Data Structures and Algorithms - (Advanced Machine Learning, 2021-2022, Sem I) in Advanced Machine Learning Co-authored-by: Developer-Y --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index 11027f4..d4126bd 100755 --- a/README.md +++ b/README.md @@ -73,6 +73,7 @@ Table of Contents ### Data Structures and Algorithms +- [Programming and Data Structures with Python, 2021-2022, Sem I - by Prof. Madhavan Mukund, CMI](https://www.cmi.ac.in/~madhavan/courses/python2021sep/) - [6.006 - Introduction to Algorithms, MIT OCW](https://ocw.mit.edu/courses/6-006-introduction-to-algorithms-spring-2020/video_galleries/lecture-videos/) - [Algorithms: Design and Analysis 1 - Stanford University](https://www.youtube.com/playlist?list=PLXFMmlk03Dt7Q0xr1PIAriY5623cKiH7V) - [Algorithms: Design and Analysis 2 - Stanford University](https://www.youtube.com/playlist?list=PLXFMmlk03Dt5EMI2s2WQBsLsZl7A5HEK6) @@ -415,6 +416,7 @@ Table of Contents - [Reinforcement Learning Course at KTH (FDD3359 - 2022)](https://www.youtube.com/playlist?list=PL21JFJEtbq0JLNo53UIkbIwkc2njCVUUR) - [Reinforcement Learning Course at ASU, Spring 2022](https://www.youtube.com/playlist?list=PLmH30BG15SIoXhxLldoio0BhsIY84YMDj) - **Advanced Machine Learning** + - [Advanced Machine Learning, 2021-2022, Sem I - by Prof. Madhavan Mukund, CMI](https://www.cmi.ac.in/~madhavan/courses/aml2021) - [Machine Learning 2013 - Nando de Freitas, UBC](https://www.youtube.com/playlist?list=PLE6Wd9FR--EdyJ5lbFl8UuGjecvVw66F6) - [Machine Learning, 2014-2015, University of Oxford](https://www.cs.ox.ac.uk/people/nando.defreitas/machinelearning/) - [10-702/36-702 - Statistical Machine Learning - Larry Wasserman, Spring 2016, CMU](https://www.stat.cmu.edu/~ryantibs/statml/) ([Spring 2015](https://www.youtube.com/playlist?list=PLjbUi5mgii6BWEUZf7He6nowWvGne_Y8r)) From 09815cad96590d49fd254d3c5be1d3213ba75cd5 Mon Sep 17 00:00:00 2001 From: Soumyaditya Choudhuri Date: Sat, 9 Jul 2022 23:25:52 +0530 Subject: [PATCH 06/63] Added an extra link to 15-251 (#212) --- README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index d4126bd..3fdd4db 100755 --- a/README.md +++ b/README.md @@ -626,7 +626,8 @@ Table of Contents - [Principles of Compiler Design - Swarthmore College](https://www.cs.swarthmore.edu/~jpolitz/cs75/s16/index.html) - [Undergrad Complexity Theory at CMU](https://www.youtube.com/playlist?list=PLm3J0oaFux3YL5vLXpzOyJiLtqLp6dCW2) - [Graduate Complexity Theory at CMU](https://www.youtube.com/playlist?list=PLm3J0oaFux3b8Gg1DdaJOzYNsaXYLAOKH) -- [Great Ideas in Theoretical Computer Science at CMU](https://www.youtube.com/playlist?list=PLm3J0oaFux3aafQm568blS9blxtA_EWQv) +- [Great Ideas in Theoretical Computer Science at CMU](https://www.youtube.com/playlist?list=PLm3J0oaFux3aafQm568blS9blxtA_EWQv) + - [Another link](https://www.cs251.com/) - [Analysis of Boolean Functions at CMU](https://www.youtube.com/playlist?list=PLm3J0oaFux3YypJNaF6sRAf2zC1QzMuTA) - [Theoretical Computer Science (Bridging Course)(Tutorial) - SS 2015](http://ais.informatik.uni-freiburg.de/teaching/ss15/bridging/) - [Languages & Translators - UCLouvain LINFO2132](https://norswap.com/compilers/) From 16c88b444389cd5b3fc52dd2a00b3b9ac2f5c103 Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Sat, 9 Jul 2022 23:28:26 +0530 Subject: [PATCH 07/63] Add note on contributions. --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 3fdd4db..18d21dc 100755 --- a/README.md +++ b/README.md @@ -5,6 +5,7 @@ - Please check [NOTES](https://github.com/Developer-Y/cs-video-courses/blob/master/NOTES.md) for general information about this list. - Please refer [CONTRIBUTING.md](https://github.com/Developer-Y/cs-video-courses/blob/master/CONTRIBUTING.md) for contribution guidelines. - Please feel free to raise any genuine issue you may have, however it has been noticed that few people open empty issues to raise their github contribution on their account. Such spammers will be blocked. +- You are welcome to contribute, please create PR for actual college/University level courses. Please do not add links for small MOOCs, basic tutorials or advertisement for some sites/channels. ------------------------------ From ae6a6a4a1c34aadfc8c0bff8fd57d0276e5fba5b Mon Sep 17 00:00:00 2001 From: Ah-oy <58558581+ei-blue@users.noreply.github.com> Date: Thu, 28 Jul 2022 12:27:45 -0700 Subject: [PATCH 08/63] Adding CS61B Data Structures (#177) Adding CS61B Data Structures to Data Structures and Algorithms. --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 18d21dc..11a590a 100755 --- a/README.md +++ b/README.md @@ -92,6 +92,7 @@ Table of Contents - [CS 473 - Algorithms - University of Illinois at Urbana-Champaign](https://courses.engr.illinois.edu/cs473/sp2016/lectures.html) ([Notes - Jeff Erickson](http://jeffe.cs.illinois.edu/teaching/algorithms/)) ([YouTube](https://www.youtube.com/playlist?list=PL0v718LJg-78SFq81e4kJh_rS8XbKZ7Kn)) - [COMP300E - Programming Challenges, Prof Skiena, Hong Kong University of Science and Technology - 2009](https://www.youtube.com/playlist?list=PL07B3F10B48592010) - [16s-4102 - Algorithms, University of Virginia](http://www.cs.virginia.edu/~shelat/16s-4102/) ([Youtube](https://www.youtube.com/channel/UCxXYk53cSZof2bR_Ax0uJYQ/videos)) +- [CS 61B - Data Structures (Java) - UC Berkeley](https://inst.eecs.berkeley.edu/~cs61b/)([Youtube](https://www.youtube.com/watch?v=gG4--V_PpEk&list=PLjuu7kFWxFtZBm-5GifiVpqdAxeW7Hsax)) - [CS 170 Algorithms - UCBerkeley](https://cs170.org/) [Fall 2018, Youtube](https://www.youtube.com/watch?v=fd5P-8IQwMY&list=PLkFD6_40KJIx8lWWbE-Uk069aZ1R-W-VU&index=2&t=0s) [Fall 2018,Bilibili](https://www.bilibili.com/video/av43955743/?p=1) [2013 Bilibili](https://www.bilibili.com/video/av26670685/) - [ECS 122A - Algorithm Design and Analysis, UC Davis](http://web.cs.ucdavis.edu/~gusfield/cs122f10/videolist.html) - [CSEP 521 - Applied Algorithms, Winter 2013 - University of Washington](https://courses.cs.washington.edu/courses/csep521/13wi/) ([Videos](https://courses.cs.washington.edu/courses/csep521/13wi/video/)) From ac352149a38f13fcc2946057c460aee29b8e4fb5 Mon Sep 17 00:00:00 2001 From: Suraj Singh <55339137+Suraj7879@users.noreply.github.com> Date: Fri, 29 Jul 2022 01:00:09 +0530 Subject: [PATCH 09/63] Adding CMU 2021 Lec (#215) --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 11a590a..a43e38e 100755 --- a/README.md +++ b/README.md @@ -186,7 +186,7 @@ Table of Contents - [Fundamentals of Database Systems - IIT Kanpur](https://nptel.ac.in/courses/106104135/) - [Principles of Database Management, Bart Baesens](https://www.youtube.com/playlist?list=PLdQddgMBv5zEhlpqdiUcf9aTNEtmESgyl) - [FIT9003 Database Systems Design - Monash University](https://itunes.apple.com/us/podcast/fit9003-database-systems-design/id306569364) -- [15-445 - Introduction to Database Systems, CMU](https://15445.courses.cs.cmu.edu/fall2018/) ([YouTube-2018](https://www.youtube.com/playlist?list=PLSE8ODhjZXja3hgmuwhf89qboV1kOxMx7), [YouTube-2017](https://www.youtube.com/playlist?list=PLSE8ODhjZXjYutVzTeAds8xUt1rcmyT7x), [YouTube-2019](https://www.youtube.com/playlist?list=PLSE8ODhjZXjbohkNBWQs_otTrBTrjyohi)) +- [15-445 - Introduction to Database Systems, CMU](https://15445.courses.cs.cmu.edu/fall2018/) ([YouTube-2018](https://www.youtube.com/playlist?list=PLSE8ODhjZXja3hgmuwhf89qboV1kOxMx7), [YouTube-2017](https://www.youtube.com/playlist?list=PLSE8ODhjZXjYutVzTeAds8xUt1rcmyT7x), [YouTube-2019](https://www.youtube.com/playlist?list=PLSE8ODhjZXjbohkNBWQs_otTrBTrjyohi), [YouTube-2021](https://www.youtube.com/playlist?list=PLSE8ODhjZXjZaHA6QcxDfJ0SIWBzQFKEG)) - [15-721 - Database Systems, CMU](http://15721.courses.cs.cmu.edu/spring2017) ([YouTube-2017](https://www.youtube.com/playlist?list=PLSE8ODhjZXjYgTIlqf4Dy9KQpQ7kn1Tl0), [YouTube-2016](https://www.youtube.com/playlist?list=PLSE8ODhjZXjbisIGOepfnlbfxeH7TW-8O)) - [15-721 Advanced Database Systems (Spring 2019) - CMU](https://www.youtube.com/playlist?list=PLSE8ODhjZXja7K1hjZ01UTVDnGQdx5v5U) - [CS122 - Relational Database System Implementation, Winter 2014-2015 - Caltech](http://users.cms.caltech.edu/~donnie/cs122/) From 576ba17e6558750bc1ac11f1a85fcfed197416b5 Mon Sep 17 00:00:00 2001 From: Suraj Singh <55339137+Suraj7879@users.noreply.github.com> Date: Fri, 29 Jul 2022 01:00:30 +0530 Subject: [PATCH 10/63] Added Lectures Series for Distributed Computing (#216) --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index a43e38e..ceaf247 100755 --- a/README.md +++ b/README.md @@ -154,6 +154,7 @@ Table of Contents - [CS 436 - Distributed Computer Systems - U Waterloo](https://www.youtube.com/playlist?list=PLawkBQ15NDEkDJ5IyLIJUTZ1rRM9YQq6N) - [6.824 - Distributed Systems, Spring 2015 - MIT](https://www.youtube.com/playlist?list=PLkcQbKbegkMqiWf7nF8apfMRL4P4sw8UL) - [6.824 Distributed Systems - Spring 2020 - MIT](https://pdos.csail.mit.edu/6.824/schedule.html) ([Youtube](https://www.youtube.com/playlist?list=PLrw6a1wE39_tb2fErI4-WkMbsvGQk9_UB)) + - [Distributed Systems Lecture Series](https://www.youtube.com/playlist?list=PLeKd45zvjcDFUEv_ohr_HdUFe97RItdiB) - [Distributed Algorithms, https://canvas.instructure.com/courses/902299](https://www.youtube.com/playlist?list=PL700757A5D4B3F368) - [CSEP 552 - PMP Distributed Systems, Spring 2013 - University of Washington](https://courses.cs.washington.edu/courses/csep552/13sp/) ([Videos](https://courses.cs.washington.edu/courses/csep552/13sp/video/)) - [CSE 490H - Scalable Systems: Design, Implementation and Use of Large Scale Clusters, Autumn 2008 - University of Washington](https://courses.cs.washington.edu/courses/cse490h/08au/lectures.htm) ([Videos](https://courses.cs.washington.edu/courses/cse490h/08au/video.htm)) From 261b9cbe4f28fcb61aaefa37eceaaa7832b1495e Mon Sep 17 00:00:00 2001 From: Richard <69445142+richwill28@users.noreply.github.com> Date: Fri, 29 Jul 2022 03:31:19 +0800 Subject: [PATCH 11/63] Add Functional Programming course (2021) from University of Nottingham (#220) --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index ceaf247..076ea0b 100755 --- a/README.md +++ b/README.md @@ -604,6 +604,7 @@ Table of Contents - [Theory of Computation - Fall 2011 UC Davis](https://www.youtube.com/playlist?list=PLslgisHe5tBM8UTCt1f66oMkpmjCblzkt) - [TDA555 Introduction to Functional Programming - Chalmers University of Technology](http://www.cse.chalmers.se/edu/course/TDA555/index.html) ([Lectures - YouTube](https://www.youtube.com/playlist?list=PLIQ9jYeUxhgqEnjey91yRTITaXqZQy3Ta)) - [Philip Wadler Haskell lecture recordings](https://www.youtube.com/playlist?list=PLtRG9GLtNcHBv4cuh2w1cz5VsgY6adoc3) +- [Functional Programming (2021) - University of Nottingham](http://www.cs.nott.ac.uk/~pszgmh/pgp.html) - [Functional Programming - University of Edinburgh - 2016-17](http://www.inf.ed.ac.uk/teaching/courses/inf1/fp/) - [MOOC - Functional Programming Principles in Scala by Martin Odersky](https://www.youtube.com/user/afigfigueira/playlists?sort=dd&view=50&shelf_id=9) - [CS294 - Program Synthesis for Everyone](https://people.eecs.berkeley.edu/~bodik/cs294fa12) From 713f740aa19d2c4c196d2c42e63bef103e1bfd6d Mon Sep 17 00:00:00 2001 From: Ayush Pandey <60148537+ayushpandey830@users.noreply.github.com> Date: Sat, 3 Sep 2022 11:50:33 +0530 Subject: [PATCH 12/63] Update README.md I have added an absolutely awesome course on Blockchain, Solidity, and Full Stack Web3 Development with JavaScript. --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 076ea0b..e1de836 100755 --- a/README.md +++ b/README.md @@ -928,6 +928,7 @@ Pricing Theory I / Applied Probability for Mathematical Finance - University of ### Blockchain Development - **Blockchain and Cryptocurrencies** + - [Blockchain, Solidity, and Full Stack Web3 Development with JavaScript](https://youtu.be/gyMwXuJrbJQ) - [Blockchain Fundamentals Decal 2018 - Berkeley DeCal](https://www.youtube.com/playlist?list=PLSONl1AVlZNU0QTGpbgEQXKHcmgYz-ddT) - [Blockchain for Developers Decal - Spring 2018 - Berkeley DeCal](https://www.youtube.com/playlist?list=PLSONl1AVlZNUzp71_H1kb87PvIh8kIZU9) - [Cryptocurrency Engineering and Design - Spring 2018 - MIT](https://ocw.mit.edu/courses/media-arts-and-sciences/mas-s62-cryptocurrency-engineering-and-design-spring-2018/lecture-videos/) From c5e6a524f6ed9948573fec42ec72417a3e7a3024 Mon Sep 17 00:00:00 2001 From: Bemwa Malak Date: Sat, 1 Oct 2022 13:33:31 +0200 Subject: [PATCH 13/63] Updated README.md Added the correct link for the YouTube playlist that contains videos for the CSC 253 - CPython internals: A ten-hour codewalk through the Python interpreter source code, University of Rochester Course. --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index e1de836..0803317 100755 --- a/README.md +++ b/README.md @@ -592,7 +592,7 @@ Table of Contents - [Theory of computation - Shai Simonson](http://www.aduni.org/courses/theory/index.php?view=cw) - [CS 173 Programming Languages, Brown University](http://cs.brown.edu/courses/cs173/2012/Videos/) ([Book](http://cs.brown.edu/courses/cs173/2012/book/)) - [CS 421 - Programming Languages and Compilers, UIUC](https://courses.engr.illinois.edu/cs421/fa2014/) -- [CSC 253 - CPython internals: A ten-hour codewalk through the Python interpreter source code, University of Rochester](http://pgbovine.net/cpython-internals.htm) +- [CSC 253 - CPython internals: A ten-hour codewalk through the Python interpreter source code, University of Rochester](https://www.youtube.com/playlist?list=PLzV58Zm8FuBL6OAv1Yu6AwXZrnsFbbR0S) - [CSE341 - Programming Languages, Dan Grossman, Spring 2013 - University of Washington](https://courses.cs.washington.edu/courses/cse341/13sp/) - [CSEP 501 - Compiler Construction, University of Washington](https://courses.cs.washington.edu/courses/csep501/09au/lectures/video.html) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLTPQEx-31JXhfAWGnGzwbfhB2zUB7Jd4C)) - [CSEP 505 Programming Languages, Winter 2015 - University of Washington](https://courses.cs.washington.edu/courses/csep505/15wi/video/) From 4af08efad6c717494306baaef5d1e2e51295fd8c Mon Sep 17 00:00:00 2001 From: "Mohamed A. Salah" Date: Sat, 8 Oct 2022 14:27:51 +0200 Subject: [PATCH 14/63] Update CS 193p course --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 0803317..77dcb76 100755 --- a/README.md +++ b/README.md @@ -240,7 +240,7 @@ Table of Contents - [Parallel Programming Concepts (WT 2012/13) - HPI University of Potsdam](https://www.tele-task.de/series/924/) - **Mobile Application Development** - [MOOC Programming Mobile Applications for Android Handheld Systems - University of Maryland](https://www.youtube.com/playlist?list=PLkHsKoi6eZnwilGXUc95CqS7Vw4uLLDLG) - - [CS 193p - Developing Applications for iOS, Stanford University](https://itunes.apple.com/us/course/developing-ios-9-apps-swift/id1104579961) + - [CS 193p - Developing Applications for iOS, Stanford University](https://cs193p.sites.stanford.edu/) - [CS S-76 Building Mobile Applications - Harvard](http://cs76.tv/2013/summer/) - [CS 251 (2015): Intermediate Software Design](https://www.youtube.com/playlist?list=PLZ9NgFYEMxp7lylj-XC8h1kjatOjbh9ne) - [Android App Development for Beginners Playlist - thenewboston](https://www.youtube.com/playlist?list=PL6gx4Cwl9DGBsvRxJJOzG4r4k_zLKrnxl) From 23d0164c17810dc1bea3a1f154ed310e461afe7f Mon Sep 17 00:00:00 2001 From: Sushants-Git Date: Sun, 16 Oct 2022 21:21:59 +0530 Subject: [PATCH 15/63] Fixed-broken-Link --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 77dcb76..b077685 100755 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ Table of Contents - [CS2 - Data Structures and Algorithms - Richard Buckland - UNSW](https://www.youtube.com/playlist?list=PLE621E25B3BF8B9D1) - [Data Structures - Pepperdine University](https://itunes.apple.com/us/course/data-structures/id546468797) - [CS 161 - Design and Analysis of Algorithms, Prof. Tim Roughgarden, Stanford University](http://openclassroom.stanford.edu/MainFolder/CoursePage.php?course=IntroToAlgorithms) -- [6.046J - Introduction to Algorithms - Fall 2005, MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-046j-introduction-to-algorithms-sma-5503-fall-2005/video-lectures/) +- [6.046J - Introduction to Algorithms - Fall 2005, MIT OCW](https://ocw.mit.edu/courses/6-046j-introduction-to-algorithms-sma-5503-fall-2005/) - [Introduction to Algorithms (Spring 2020), MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-spring-2020/) - [6.046 - Design and Analysis of Algorithms, Spring 2015 - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-046j-design-and-analysis-of-algorithms-spring-2015/lecture-videos/) - [CS 473 - Algorithms - University of Illinois at Urbana-Champaign](https://courses.engr.illinois.edu/cs473/sp2016/lectures.html) ([Notes - Jeff Erickson](http://jeffe.cs.illinois.edu/teaching/algorithms/)) ([YouTube](https://www.youtube.com/playlist?list=PL0v718LJg-78SFq81e4kJh_rS8XbKZ7Kn)) From adf6f3b30ff8895954bcc92da6e77524ca3ec2d4 Mon Sep 17 00:00:00 2001 From: Fabien Tregan <2663407+FabienTregan@users.noreply.github.com> Date: Thu, 6 Oct 2022 22:02:00 +0200 Subject: [PATCH 16/63] fix broken link for 6.858 CS Security - MIT OCW --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index b077685..768e173 100755 --- a/README.md +++ b/README.md @@ -728,7 +728,7 @@ Table of Contents ### Security - [Internet Security (WT 2018/19) - HPI University of Potsdam](https://www.tele-task.de/series/1227/) -- [6.858 Computer Systems Security - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-858-computer-systems-security-fall-2014/video-lectures/) +- [6.858 Computer Systems Security - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-858-computer-systems-security-fall-2014/video_galleries/video-lectures/) - [CS 253 Web Security - Stanford University](https://www.youtube.com/playlist?list=PL1y1iaEtjSYiiSGVlL1cHsXN_kvJOOhu-) - [CS 161: Computer Security, UC Berkeley](https://cs161.org/) - [6.875 - Cryptography - Spring 2018- MIT](https://www.youtube.com/playlist?list=PL6ogFv-ieghe8MOIcpD6UDtdK-UMHG8oH) From 4b124e995e8e0c0d71fb97f8e36a6dee24054b22 Mon Sep 17 00:00:00 2001 From: Solomon Date: Sun, 13 Nov 2022 00:02:11 +0800 Subject: [PATCH 17/63] Link to correct playlist for CMU 18-447 The original playlist links to the 18-740 class. This commit fixes the link to the playlist of 18-447 lecture videos --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 768e173..b90ef4d 100755 --- a/README.md +++ b/README.md @@ -690,7 +690,7 @@ Table of Contents - [CS-224 - Computer Organization, 2009-2010 Spring, Bilkent University](http://video.bilkent.edu.tr/course_videos.php?courseid=16) ([YouTube playlist](https://www.youtube.com/playlist?list=PLhwVAYxlh5dvB1MkZrcRZy6x_a2yORNAu)) - [INFORMATICS 2C - INTRODUCTION TO COMPUTER SYSTEMS (AUTUMN 2016) - University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2014/inf2c-cs.htm) - **Computer Architecture** - - [18-447 - Introduction to Computer Architecture, CMU](http://www.ece.cmu.edu/~ece447/s14/doku.php?id=schedule) ([Lectures - YouTube - Fall 15](https://www.youtube.com/playlist?list=PL5PHm2jkkXmgVhh8CHAu9N76TShJqfYDt)) + - [18-447 - Introduction to Computer Architecture, CMU](http://www.ece.cmu.edu/~ece447/s14/doku.php?id=schedule) ([Lectures - YouTube - Fall 15](https://youtube.com/playlist?list=PL5PHm2jkkXmi5CxxI7b3JCL1TWybTDtKq)) - [CS 152 Computer Architecture and Engineering, UC Berkeley](https://www.youtube.com/playlist?list=PLkFD6_40KJIwEiwQx1dACXwh-2Fuo32qr) - [CSEP 548 - Computer Architecture Autumn 2012 - University of Washington](https://courses.cs.washington.edu/courses/csep548/12au/video/index.html) - [CS/ECE 6810 Computer Architecture, Spring 2016, University of Utah](http://www.cs.utah.edu/~rajeev/cs6810/) ([YouTube](https://www.youtube.com/playlist?list=PL8EC1756A7B1764F6)) From d454a3f08877283b27c4551bc06004b72941e03a Mon Sep 17 00:00:00 2001 From: Solomon Date: Tue, 15 Nov 2022 12:29:51 +0800 Subject: [PATCH 18/63] Update the CMU 18-447 course website --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index b90ef4d..9e3a07f 100755 --- a/README.md +++ b/README.md @@ -690,7 +690,7 @@ Table of Contents - [CS-224 - Computer Organization, 2009-2010 Spring, Bilkent University](http://video.bilkent.edu.tr/course_videos.php?courseid=16) ([YouTube playlist](https://www.youtube.com/playlist?list=PLhwVAYxlh5dvB1MkZrcRZy6x_a2yORNAu)) - [INFORMATICS 2C - INTRODUCTION TO COMPUTER SYSTEMS (AUTUMN 2016) - University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2014/inf2c-cs.htm) - **Computer Architecture** - - [18-447 - Introduction to Computer Architecture, CMU](http://www.ece.cmu.edu/~ece447/s14/doku.php?id=schedule) ([Lectures - YouTube - Fall 15](https://youtube.com/playlist?list=PL5PHm2jkkXmi5CxxI7b3JCL1TWybTDtKq)) + - [18-447 - Introduction to Computer Architecture, CMU](http://www.ece.cmu.edu/~ece447/s15/doku.php?id=schedule) ([Lectures - YouTube - Fall 15](https://youtube.com/playlist?list=PL5PHm2jkkXmi5CxxI7b3JCL1TWybTDtKq)) - [CS 152 Computer Architecture and Engineering, UC Berkeley](https://www.youtube.com/playlist?list=PLkFD6_40KJIwEiwQx1dACXwh-2Fuo32qr) - [CSEP 548 - Computer Architecture Autumn 2012 - University of Washington](https://courses.cs.washington.edu/courses/csep548/12au/video/index.html) - [CS/ECE 6810 Computer Architecture, Spring 2016, University of Utah](http://www.cs.utah.edu/~rajeev/cs6810/) ([YouTube](https://www.youtube.com/playlist?list=PL8EC1756A7B1764F6)) From 72e1365ffba30b6dfbd2bc73344089bfdd33f970 Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Wed, 21 Dec 2022 23:49:29 +0530 Subject: [PATCH 19/63] Math Foundations of ML - UofChicago - Rebecca Willett --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 9e3a07f..0a4061c 100755 --- a/README.md +++ b/README.md @@ -547,6 +547,7 @@ Table of Contents - [Statistical Rethinking: A Bayesian Course Using R and Stan](https://github.com/rmcelreath/statrethinking_winter2019) ([Lectures - Aalto University](https://aalto.cloud.panopto.eu/Panopto/Pages/Sessions/List.aspx#folderID=%22f0ec3a25-9e23-4935-873b-a9f401646812%22)) ([Book](http://www.stat.columbia.edu/~gelman/book/)) - [02402 Introduction to Statistics E12 - Technical University of Denmark](https://www.youtube.com/playlist?list=PLMn2aW3wpAtPC8tZHQy6nwWsFG7P6sPqw) ([F17](https://www.youtube.com/playlist?list=PLgowegO9Se58_BnUNnaARajEE_bX-GJEz)) - **Linear Algebra** + - [Mathematical Foundations of Machine Learning (Fall 2021) - University of Chicago - Rebecca Willett](https://willett.psd.uchicago.edu/teaching/mathematical-foundations-of-machine-learning-fall-2021/) - [18.06 - Linear Algebra, Prof. Gilbert Strang, MIT OCW](https://ocw.mit.edu/courses/mathematics/18-06sc-linear-algebra-fall-2011/) - [18.065 Matrix Methods in Data Analysis, Signal Processing, and Machine Learning - MIT OCW](https://ocw.mit.edu/courses/mathematics/18-065-matrix-methods-in-data-analysis-signal-processing-and-machine-learning-spring-2018/video-lectures/) - [Linear Algebra (Princeton University)](https://www.youtube.com/playlist?list=PLGqzsq0erqU7w7ZrTZ-pWWk4-AOkiGEGp) From 325feacfa749a772aa676d1c44b6be06974cc16a Mon Sep 17 00:00:00 2001 From: unfode <95689995+unfode@users.noreply.github.com> Date: Sun, 25 Dec 2022 20:29:26 -0500 Subject: [PATCH 20/63] Add fall22 version of CMU 15-445; adjust order of playlists --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 0a4061c..cee72a3 100755 --- a/README.md +++ b/README.md @@ -187,7 +187,7 @@ Table of Contents - [Fundamentals of Database Systems - IIT Kanpur](https://nptel.ac.in/courses/106104135/) - [Principles of Database Management, Bart Baesens](https://www.youtube.com/playlist?list=PLdQddgMBv5zEhlpqdiUcf9aTNEtmESgyl) - [FIT9003 Database Systems Design - Monash University](https://itunes.apple.com/us/podcast/fit9003-database-systems-design/id306569364) -- [15-445 - Introduction to Database Systems, CMU](https://15445.courses.cs.cmu.edu/fall2018/) ([YouTube-2018](https://www.youtube.com/playlist?list=PLSE8ODhjZXja3hgmuwhf89qboV1kOxMx7), [YouTube-2017](https://www.youtube.com/playlist?list=PLSE8ODhjZXjYutVzTeAds8xUt1rcmyT7x), [YouTube-2019](https://www.youtube.com/playlist?list=PLSE8ODhjZXjbohkNBWQs_otTrBTrjyohi), [YouTube-2021](https://www.youtube.com/playlist?list=PLSE8ODhjZXjZaHA6QcxDfJ0SIWBzQFKEG)) +- [15-445 - Introduction to Database Systems, CMU](https://15445.courses.cs.cmu.edu/fall2022/) ([YouTube-2017](https://www.youtube.com/playlist?list=PLSE8ODhjZXjYutVzTeAds8xUt1rcmyT7x), [YouTube-2018](https://www.youtube.com/playlist?list=PLSE8ODhjZXja3hgmuwhf89qboV1kOxMx7), [YouTube-2019](https://www.youtube.com/playlist?list=PLSE8ODhjZXjbohkNBWQs_otTrBTrjyohi), [YouTube-2021](https://www.youtube.com/playlist?list=PLSE8ODhjZXjZaHA6QcxDfJ0SIWBzQFKEG), [YouTube-2021](https://www.youtube.com/playlist?list=PLSE8ODhjZXjaKScG3l0nuOiDTTqpfnWFf)) - [15-721 - Database Systems, CMU](http://15721.courses.cs.cmu.edu/spring2017) ([YouTube-2017](https://www.youtube.com/playlist?list=PLSE8ODhjZXjYgTIlqf4Dy9KQpQ7kn1Tl0), [YouTube-2016](https://www.youtube.com/playlist?list=PLSE8ODhjZXjbisIGOepfnlbfxeH7TW-8O)) - [15-721 Advanced Database Systems (Spring 2019) - CMU](https://www.youtube.com/playlist?list=PLSE8ODhjZXja7K1hjZ01UTVDnGQdx5v5U) - [CS122 - Relational Database System Implementation, Winter 2014-2015 - Caltech](http://users.cms.caltech.edu/~donnie/cs122/) From 319184a63ddb4c56ff5838b50c573cb03b674734 Mon Sep 17 00:00:00 2001 From: unfode <95689995+unfode@users.noreply.github.com> Date: Sun, 25 Dec 2022 20:31:36 -0500 Subject: [PATCH 21/63] Fix typo --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index cee72a3..9851978 100755 --- a/README.md +++ b/README.md @@ -187,7 +187,7 @@ Table of Contents - [Fundamentals of Database Systems - IIT Kanpur](https://nptel.ac.in/courses/106104135/) - [Principles of Database Management, Bart Baesens](https://www.youtube.com/playlist?list=PLdQddgMBv5zEhlpqdiUcf9aTNEtmESgyl) - [FIT9003 Database Systems Design - Monash University](https://itunes.apple.com/us/podcast/fit9003-database-systems-design/id306569364) -- [15-445 - Introduction to Database Systems, CMU](https://15445.courses.cs.cmu.edu/fall2022/) ([YouTube-2017](https://www.youtube.com/playlist?list=PLSE8ODhjZXjYutVzTeAds8xUt1rcmyT7x), [YouTube-2018](https://www.youtube.com/playlist?list=PLSE8ODhjZXja3hgmuwhf89qboV1kOxMx7), [YouTube-2019](https://www.youtube.com/playlist?list=PLSE8ODhjZXjbohkNBWQs_otTrBTrjyohi), [YouTube-2021](https://www.youtube.com/playlist?list=PLSE8ODhjZXjZaHA6QcxDfJ0SIWBzQFKEG), [YouTube-2021](https://www.youtube.com/playlist?list=PLSE8ODhjZXjaKScG3l0nuOiDTTqpfnWFf)) +- [15-445 - Introduction to Database Systems, CMU](https://15445.courses.cs.cmu.edu/fall2022/) ([YouTube-2017](https://www.youtube.com/playlist?list=PLSE8ODhjZXjYutVzTeAds8xUt1rcmyT7x), [YouTube-2018](https://www.youtube.com/playlist?list=PLSE8ODhjZXja3hgmuwhf89qboV1kOxMx7), [YouTube-2019](https://www.youtube.com/playlist?list=PLSE8ODhjZXjbohkNBWQs_otTrBTrjyohi), [YouTube-2021](https://www.youtube.com/playlist?list=PLSE8ODhjZXjZaHA6QcxDfJ0SIWBzQFKEG), [YouTube-2022](https://www.youtube.com/playlist?list=PLSE8ODhjZXjaKScG3l0nuOiDTTqpfnWFf)) - [15-721 - Database Systems, CMU](http://15721.courses.cs.cmu.edu/spring2017) ([YouTube-2017](https://www.youtube.com/playlist?list=PLSE8ODhjZXjYgTIlqf4Dy9KQpQ7kn1Tl0), [YouTube-2016](https://www.youtube.com/playlist?list=PLSE8ODhjZXjbisIGOepfnlbfxeH7TW-8O)) - [15-721 Advanced Database Systems (Spring 2019) - CMU](https://www.youtube.com/playlist?list=PLSE8ODhjZXja7K1hjZ01UTVDnGQdx5v5U) - [CS122 - Relational Database System Implementation, Winter 2014-2015 - Caltech](http://users.cms.caltech.edu/~donnie/cs122/) From 5237656ec80a73df116c9d813b6213c4db067b61 Mon Sep 17 00:00:00 2001 From: Maani Ghaffari Date: Sun, 8 Jan 2023 12:36:02 -0500 Subject: [PATCH 22/63] Update README.md --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 9851978..5e77312 100755 --- a/README.md +++ b/README.md @@ -905,6 +905,7 @@ Table of Contents - [Mobile Sensing and Robotics 2 – Stachniss & Klingbeil/Holst - University of Bonn](https://www.ipb.uni-bonn.de/msr2-2020/) - [Aerial Robotics - University of Pennsylvania (UPenn)](https://www.youtube.com/playlist?list=PLblGgzWkqSqM7IWsgjDetdzZDS1NbkTnd) - [Modern Robotics - Northwestern University](https://www.youtube.com/playlist?list=PLggLP4f-rq02vX0OQQ5vrCxbJrzamYDfx) +- [ROB 530 MOBILE ROBOTICS at U of Michigan - WINTER 2022 -- Instructor: Maani Ghaffari](https://www.youtube.com/playlist?list=PLdMorpQLjeXmbFaVku4JdjmQByHHqTd1F) ------------------------------ From 287101264d1f83185a60b7be98414c4feb37c457 Mon Sep 17 00:00:00 2001 From: Pavel Pisa Date: Sun, 15 Jan 2023 14:24:20 +0100 Subject: [PATCH 23/63] BE5B35APO - Computer Architectures, CTU FEE (#255) BE5B35APO - Computer Architectures, Spring 2022, Czech Technical University in Prague - FEE --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 5e77312..c9eb783 100755 --- a/README.md +++ b/README.md @@ -702,6 +702,7 @@ Table of Contents - [Computer Architecture - IIT Kanpur](https://nptel.ac.in/courses/106104122/) - [Computer Architecture - IIT Madras](https://nptel.ac.in/courses/106106134/) - [High Performance Computer Architecture - IIT Kharagpur](https://nptel.ac.in/courses/106105033/) + - [BE5B35APO - Computer Architectures, Spring 2022, CTU - FEE](https://cw.fel.cvut.cz/b212/courses/b35apo/en/lectures/start) ([YouTube - Spring 2022](https://www.youtube.com/playlist?list=PLQL6z4JeTTQnTrML7HgagbjdpCtvdyu0M)) ([RISC-V simulator - QtRvSim](https://comparch.edu.cvut.cz/)) - **Parallel Computer Architecture** - [15-418 - Parallel Computer Architecture and Programming, CMU](http://15418.courses.cs.cmu.edu/spring2015/) ([Lecture Videos](https://scs.hosted.panopto.com/Panopto/Pages/Sessions/List.aspx#folderID=%22a5862643-2416-49ef-b46b-13465d1b6df0%22)) - [CS 267 Applications of Parallel Computers, Spring 16 - UC Berkeley](https://people.eecs.berkeley.edu/~demmel/cs267_Spr16/) ([YouTube](https://www.youtube.com/playlist?list=PLkFD6_40KJIzSfxr35ZT59-LZcibZmfp2)) From c51c700eb179c7efd9fb7211f813c072e6a29e8c Mon Sep 17 00:00:00 2001 From: Muhammad Hisham Tarsoo <70771759+htarsoo@users.noreply.github.com> Date: Sun, 15 Jan 2023 17:25:29 +0400 Subject: [PATCH 24/63] Added a new course in the security section. (#257) Course name is Offensive Security and Reverse Engineering. Taught at Chaplain University by Ali Hadi --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index c9eb783..3b817ef 100755 --- a/README.md +++ b/README.md @@ -759,6 +759,7 @@ Table of Contents - [CSN08704 - Telecommunications - Bill Buchanan - Edinburgh Napier](https://asecuritysite.com/csn08704) - [CSN11128 - Incident Response and Malware Analysis - Bill Buchanan - Edinburgh Napier](https://asecuritysite.com/CSN11128) - [Internet Security for Beginners by Dr. Christoph Meinel - HPI](https://www.youtube.com/playlist?list=PLoOmvuyo5UAdsi-IacgZJQF1MRw0Ee-HH) +- [Offensive Security and Reverse Engineering, Chaplain University by Ali Hadi](https://www.youtube.com/playlist?list=PLCS2zI95IiNybAAQ0HL88YzwRpLXje5y6) ------------------------------ From d337b9257d33a7c467ee29b146aa9282c3422d26 Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Sun, 15 Jan 2023 19:37:31 +0530 Subject: [PATCH 25/63] ML, Robotics courses --- README.md | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/README.md b/README.md index 3b817ef..e7d3351 100755 --- a/README.md +++ b/README.md @@ -340,6 +340,9 @@ Table of Contents - [COMS W4995 - Applied Machine Learning - Spring 2020 - Columbia University](https://www.cs.columbia.edu/~amueller/comsw4995s20/schedule/) - [Machine Learning for Engineers 2022](https://apmonitor.com/pds) ([YouTube](https://www.youtube.com/watch?v=Gh5rbBLh4JY&list=PLLBUgWXdTBDg1K1bu60lHypSzSP-WSBmx)) - [10-418 / 10-618 (Fall 2019) Machine Learning for Structured Data](https://www.youtube.com/playlist?list=PL4CxkUJbvNVihRKP4bXufvRLIWzeS-ieP) + - [ORIE 4741/5741: Learning with Big Messy Data - Cornell](https://people.orie.cornell.edu/mru8/orie4741/lectures.html) + - [Machine Learning in IoT](https://www.youtube.com/playlist?list=PLeZoXD_TLsLbW_ILvL9TlhBYdW8wJyON-) + - [Stanford CS229M: Machine Learning Theory - Fall 2021](https://www.youtube.com/playlist?list=PLoROMvodv4rP8nAmISxFINlGKSK4rbLKh) - **Data Mining** - [CSEP 546, Data Mining - Pedro Domingos, Sp 2016 - University of Washington](https://courses.cs.washington.edu/courses/csep546/16sp/) ([YouTube](https://www.youtube.com/playlist?list=PLTPQEx-31JXgtDaC6-3HxWcp7fq4N8YGr)) - [CS 5140/6140 - Data Mining, Spring 2016, University of Utah](https://www.cs.utah.edu/~jeffp/teaching/cs5140.html) ([Youtube](https://www.youtube.com/playlist?list=PLbuogVdPnkCpXfb43Wvc7s5fXWzedwTPB)) @@ -402,6 +405,8 @@ Table of Contents - [Nvidia Machine Learning Class](https://www.youtube.com/playlist?list=PLTIkHmXc-7an8xbwhAJX-LQ4D4Uf-ar5I) - [Deep Learning - Winter 2020-21 - Tübingen Machine Learning](https://www.youtube.com/playlist?list=PL05umP7R6ij3NTWIdtMbfvX7Z-4WEXRqD) - [Geometric Deep Learning - AMMI](https://www.youtube.com/playlist?list=PLn2-dEmQeTfQ8YVuHBOvAhUlnIPYxkeu3) + - [Math for Deep Learning — Andreas Geiger](https://www.youtube.com/playlist?list=PL05umP7R6ij0bo4UtMdzEJ6TiLOqj4ZCm) + - [Applied Deep Learning 2022 - TU Wien](https://www.youtube.com/playlist?list=PLNsFwZQ_pkE_QaTwYxoTmmRJHtMXyIAU6) - **Reinforcement Learning** - [CS234: Reinforcement Learning - Winter 2019 - Stanford University](https://www.youtube.com/playlist?list=PLoROMvodv4rOSOPzutgyCTapiGlY2Nd8u) - [Introduction to reinforcement learning - UCL](https://www.youtube.com/playlist?list=PLqYmG7hTraZDM-OYHWgPebj2MfCFzFObQ) @@ -418,6 +423,8 @@ Table of Contents - [Reinforcement Learning - IIT Madras](https://www.youtube.com/playlist?list=PLyqSpQzTE6M_FwzHFAyf4LSkz_IjMyjD9) - [Reinforcement Learning Course at KTH (FDD3359 - 2022)](https://www.youtube.com/playlist?list=PL21JFJEtbq0JLNo53UIkbIwkc2njCVUUR) - [Reinforcement Learning Course at ASU, Spring 2022](https://www.youtube.com/playlist?list=PLmH30BG15SIoXhxLldoio0BhsIY84YMDj) + - [CS 4789/5789: Introduction to Reinforcement Learning - Cornell](https://www.youtube.com/playlist?list=PLQVNhPb8ajtCjWSKUvKU8cX5lueYP9s3X) + - [S20/IE613 - Online (Machine) Learning/ Bandit Algorithms](https://www.youtube.com/playlist?list=PLDREIwGwrHBdiBm1q0cVJLZn4Cn6Hig2s) - **Advanced Machine Learning** - [Advanced Machine Learning, 2021-2022, Sem I - by Prof. Madhavan Mukund, CMI](https://www.cmi.ac.in/~madhavan/courses/aml2021) - [Machine Learning 2013 - Nando de Freitas, UBC](https://www.youtube.com/playlist?list=PLE6Wd9FR--EdyJ5lbFl8UuGjecvVw66F6) @@ -869,6 +876,8 @@ Table of Contents - [6.832 Underactuated Robotics - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-832-underactuated-robotics-spring-2009/) - [CS287 Advanced Robotics at UC Berkeley Fall 2019 -- Instructor: Pieter Abbeel](https://www.youtube.com/playlist?list=PLwRJQ4m4UJjNBPJdt8WamRAt4XKc639wF) - [CS 287 - Advanced Robotics, Fall 2011, UC Berkeley](https://people.eecs.berkeley.edu/~pabbeel/cs287-fa11/) ([Videos](http://rll.berkeley.edu/cs287/lecture_videos/)) +- [Robotics 101 - Computational Linear Algebra - Fall 2021 - University of Michigan](https://www.youtube.com/playlist?list=PLdPQZLMHRjDJ5d_dE4FeOviv0gRe4UYsB) +- [Robotics 501: Mathematics for Robotics - University of Michigan](https://www.youtube.com/playlist?list=PLdPQZLMHRjDIzO99aE7yAtdOHSVHMXfYH) - [CS235 - Applied Robot Design for Non-Robot-Designers - Stanford University](https://www.youtube.com/user/StanfordCS235/videos) - [Lecture: Visual Navigation for Flying Robots](https://vision.in.tum.de/teaching/ss2012/visnav2012) ([YouTube](https://www.youtube.com/playlist?list=PLTBdjV_4f-EKeki5ps2WHqJqyQvxls4ha)) - [CS 205A: Mathematical Methods for Robotics, Vision, and Graphics (Fall 2013)](https://www.youtube.com/playlist?list=PLQ3UicqQtfNvQ_VzflHYKhAqZiTxOkSwi) @@ -908,6 +917,8 @@ Table of Contents - [Aerial Robotics - University of Pennsylvania (UPenn)](https://www.youtube.com/playlist?list=PLblGgzWkqSqM7IWsgjDetdzZDS1NbkTnd) - [Modern Robotics - Northwestern University](https://www.youtube.com/playlist?list=PLggLP4f-rq02vX0OQQ5vrCxbJrzamYDfx) - [ROB 530 MOBILE ROBOTICS at U of Michigan - WINTER 2022 -- Instructor: Maani Ghaffari](https://www.youtube.com/playlist?list=PLdMorpQLjeXmbFaVku4JdjmQByHHqTd1F) +- [Industrial Robotics and Automation - IIT (ISM) Dhanbad](https://www.youtube.com/playlist?list=PLXDsvE7qtfNdt9oYEhJ_LMXDUGu6bH-L6) +- [MEE5114 Advanced Control for Robotics from Southern University of Science and Technology](https://www.youtube.com/playlist?list=PLYkCanigA7S4x-ExlnFsQN9WrNZREWEZd) ------------------------------ From 3bcca38042b12ced76048a478c8ac314d33f4c1d Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Sun, 15 Jan 2023 19:54:04 +0530 Subject: [PATCH 26/63] Fix MIT OCW links. --- README.md | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index e7d3351..a674b59 100755 --- a/README.md +++ b/README.md @@ -529,7 +529,7 @@ Table of Contents - [Highlights of Calculus - Gilbert Strang, MIT OCW](https://ocw.mit.edu/resources/res-18-005-highlights-of-calculus-spring-2010/) - [Vector Calculus for Engineers - HKUST](https://www.youtube.com/playlist?list=PLkZjai-2JcxnYmkg6fpzz4WFumGVl7MOa) - **Discrete Math** - - [6.042J - Mathematics for Computer Science, Fall 2010, MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-042j-mathematics-for-computer-science-fall-2010/video-lectures/) ([Spring 15](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-042j-mathematics-for-computer-science-spring-2015/index.htm)) + - [6.042J - Mathematics for Computer Science, MIT OCW](https://ocw.mit.edu/courses/6-042j-mathematics-for-computer-science-fall-2010/video_galleries/video-lectures/) - [Computer Science 70, 001 - Spring 2015](https://www.youtube.com/playlist?list=-XXv-cvA_iD8wQm8U0gG_Z1uHjImKXFy) - [CSE 547 Discrete Mathematics, Prof Skiena, University of Stony Brook](http://www3.cs.stonybrook.edu/~algorith/math-video/) - [Discrete Structures (Summer 2011) - Rutgers, The State University of New Jersey](https://itunes.apple.com/us/course/discrete-structures-summer/id698728837) @@ -556,7 +556,7 @@ Table of Contents - **Linear Algebra** - [Mathematical Foundations of Machine Learning (Fall 2021) - University of Chicago - Rebecca Willett](https://willett.psd.uchicago.edu/teaching/mathematical-foundations-of-machine-learning-fall-2021/) - [18.06 - Linear Algebra, Prof. Gilbert Strang, MIT OCW](https://ocw.mit.edu/courses/mathematics/18-06sc-linear-algebra-fall-2011/) - - [18.065 Matrix Methods in Data Analysis, Signal Processing, and Machine Learning - MIT OCW](https://ocw.mit.edu/courses/mathematics/18-065-matrix-methods-in-data-analysis-signal-processing-and-machine-learning-spring-2018/video-lectures/) + - [18.065 Matrix Methods in Data Analysis, Signal Processing, and Machine Learning - MIT OCW](https://ocw.mit.edu/courses/18-065-matrix-methods-in-data-analysis-signal-processing-and-machine-learning-spring-2018/video_galleries/video-lectures/) - [Linear Algebra (Princeton University)](https://www.youtube.com/playlist?list=PLGqzsq0erqU7w7ZrTZ-pWWk4-AOkiGEGp) - [MOOC: Coding the Matrix: Linear Algebra through Computer Science Applications - Coursera](http://academictorrents.com/details/54cd86f3038dfd446b037891406ba4e0b1200d5a) - [CS 053 - Coding the Matrix - Brown University](http://cs.brown.edu/courses/cs053/current/lectures.htm) ([Fall 14 videos](https://cs.brown.edu/video/channels/coding-matrix-fall-2014/)) @@ -835,7 +835,8 @@ Table of Contents - [ECS 124 - Foundations of Algorithms for Bioinformatics - Dan Gusfield, UC Davis](http://web.cs.ucdavis.edu/~gusfield/cs124videos/videolist.html) ([YouTube](https://www.youtube.com/playlist?list=PL_w_qWAQZtAbh8bHfzXYpdnVKCGCDmmoL)) - [CSE549 - Computational Biology - Steven Skiena - 2010 SBU](https://www.youtube.com/playlist?list=PLA48145CC64FE7990) - [7.32 Systems Biology, Fall 2014 - MIT OCW](https://ocw.mit.edu/courses/physics/8-591j-systems-biology-fall-2014/) -- [6.802J/ 6.874J Foundations of Computational and Systems Biology - MIT OCW](https://ocw.mit.edu/courses/biology/7-91j-foundations-of-computational-and-systems-biology-spring-2014/video-lectures/) +- [6.802J/ 6.874J Foundations of Computational and Systems Biology - MIT OCW](https://ocw.mit.edu/courses/7-91j-foundations-of-computational-and-systems-biology-spring-2014/video_galleries/video-lectures/) +- [6.S897 Machine Learning For Healthcare](https://ocw.mit.edu/courses/6-s897-machine-learning-for-healthcare-spring-2019/video_galleries/lecture-videos/) - [6.047/6.878 Machine Learning for Genomics Fall 2020 - MIT](https://www.youtube.com/playlist?list=PLypiXJdtIca6dEYlNoZJwBaz__CdsaoKJ) - [6.874 MIT Deep Learning in Life Sciences - Spring 2021 - MIT](https://www.youtube.com/playlist?list=PLypiXJdtIca5sxV7aE3-PS9fYX3vUdIOX) - [6.047/6.878 Public Lectures on Computational Biology: Genomes, Networks, Evolution - MIT](http://compbio.mit.edu/lectures.html) @@ -917,6 +918,7 @@ Table of Contents - [Aerial Robotics - University of Pennsylvania (UPenn)](https://www.youtube.com/playlist?list=PLblGgzWkqSqM7IWsgjDetdzZDS1NbkTnd) - [Modern Robotics - Northwestern University](https://www.youtube.com/playlist?list=PLggLP4f-rq02vX0OQQ5vrCxbJrzamYDfx) - [ROB 530 MOBILE ROBOTICS at U of Michigan - WINTER 2022 -- Instructor: Maani Ghaffari](https://www.youtube.com/playlist?list=PLdMorpQLjeXmbFaVku4JdjmQByHHqTd1F) +- [MIT 6.4210/6.4212 - Robotic Manipulation - MIT](https://manipulation.csail.mit.edu/Fall2022/index.html) ([Youtube](https://www.youtube.com/playlist?list=PLkx8KyIQkMfUSDs2hvTWzaq-cxGl8Ha69)) - [Industrial Robotics and Automation - IIT (ISM) Dhanbad](https://www.youtube.com/playlist?list=PLXDsvE7qtfNdt9oYEhJ_LMXDUGu6bH-L6) - [MEE5114 Advanced Control for Robotics from Southern University of Science and Technology](https://www.youtube.com/playlist?list=PLYkCanigA7S4x-ExlnFsQN9WrNZREWEZd) @@ -926,7 +928,7 @@ Table of Contents - [COMP510 - Computational Finance - Steven Skiena - 2007 HKUST](https://www.youtube.com/playlist?list=PL9E205B8FAAD530E1) - [MOOC - Mathematical Methods for Quantitative Finance, University of Washington/Coursera)](http://academictorrents.com/details/dfc1ddde962101f00ef9764b91181bd6bb5c9e93) -- [18.S096 Topics in Mathematics with Applications in Finance, MIT OCW](https://ocw.mit.edu/courses/mathematics/18-s096-topics-in-mathematics-with-applications-in-finance-fall-2013/video-lectures/) +- [18.S096 Topics in Mathematics with Applications in Finance, MIT OCW](https://ocw.mit.edu/courses/18-s096-topics-in-mathematics-with-applications-in-finance-fall-2013/video_galleries/video-lectures/) - [Computational Finance - Universität Leipzig](https://www.youtube.com/playlist?list=PL4i4aZbplv9J5jan6mDbDHtjfm7ghMWfj) - [Machine Learning for Trading | Udacity](https://www.youtube.com/playlist?list=PLAwxTw4SYaPnIRwl6rad_mYwEk4Gmj7Mx) - [ACT 460 / STA 2502 – Stochastic Methods for Actuarial Science - University of Toronto](http://www.utstat.utoronto.ca/sjaimung/courses/sta2502/main.htm) From 0538e676045fd03b3477c8a9f6b09678f70d6454 Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Sun, 15 Jan 2023 23:51:30 +0530 Subject: [PATCH 27/63] UMich Robotics --- README.md | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index a674b59..e27e973 100755 --- a/README.md +++ b/README.md @@ -873,12 +873,15 @@ Table of Contents ### Robotics +- [ROB 101: Computational Linear Algebra - University of Michigan](https://github.com/michiganrobotics/rob101/tree/main/Fall%202021) ([Youtube - Fall 2021](https://www.youtube.com/playlist?list=PLdPQZLMHRjDJ5d_dE4FeOviv0gRe4UYsB)) +- [ROB 102: Introduction to AI and Programming - University of Michigan](https://robotics102.github.io/) +- [ROB 320: Robot Operating Systems - University of Michigan](https://autorob.org/) +- [ROB 501: Mathematics for Robotics - University of Michigan](https://github.com/michiganrobotics/rob501) ([Youtube](https://www.youtube.com/playlist?list=PLdPQZLMHRjDIzO99aE7yAtdOHSVHMXfYH)) +- [ROB 530 MOBILE ROBOTICS at U of Michigan - WINTER 2022 -- Instructor: Maani Ghaffari](https://www.youtube.com/playlist?list=PLdMorpQLjeXmbFaVku4JdjmQByHHqTd1F) - [CS 223A - Introduction to Robotics, Stanford University](https://see.stanford.edu/Course/CS223A) - [6.832 Underactuated Robotics - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-832-underactuated-robotics-spring-2009/) - [CS287 Advanced Robotics at UC Berkeley Fall 2019 -- Instructor: Pieter Abbeel](https://www.youtube.com/playlist?list=PLwRJQ4m4UJjNBPJdt8WamRAt4XKc639wF) - [CS 287 - Advanced Robotics, Fall 2011, UC Berkeley](https://people.eecs.berkeley.edu/~pabbeel/cs287-fa11/) ([Videos](http://rll.berkeley.edu/cs287/lecture_videos/)) -- [Robotics 101 - Computational Linear Algebra - Fall 2021 - University of Michigan](https://www.youtube.com/playlist?list=PLdPQZLMHRjDJ5d_dE4FeOviv0gRe4UYsB) -- [Robotics 501: Mathematics for Robotics - University of Michigan](https://www.youtube.com/playlist?list=PLdPQZLMHRjDIzO99aE7yAtdOHSVHMXfYH) - [CS235 - Applied Robot Design for Non-Robot-Designers - Stanford University](https://www.youtube.com/user/StanfordCS235/videos) - [Lecture: Visual Navigation for Flying Robots](https://vision.in.tum.de/teaching/ss2012/visnav2012) ([YouTube](https://www.youtube.com/playlist?list=PLTBdjV_4f-EKeki5ps2WHqJqyQvxls4ha)) - [CS 205A: Mathematical Methods for Robotics, Vision, and Graphics (Fall 2013)](https://www.youtube.com/playlist?list=PLQ3UicqQtfNvQ_VzflHYKhAqZiTxOkSwi) @@ -917,7 +920,6 @@ Table of Contents - [Mobile Sensing and Robotics 2 – Stachniss & Klingbeil/Holst - University of Bonn](https://www.ipb.uni-bonn.de/msr2-2020/) - [Aerial Robotics - University of Pennsylvania (UPenn)](https://www.youtube.com/playlist?list=PLblGgzWkqSqM7IWsgjDetdzZDS1NbkTnd) - [Modern Robotics - Northwestern University](https://www.youtube.com/playlist?list=PLggLP4f-rq02vX0OQQ5vrCxbJrzamYDfx) -- [ROB 530 MOBILE ROBOTICS at U of Michigan - WINTER 2022 -- Instructor: Maani Ghaffari](https://www.youtube.com/playlist?list=PLdMorpQLjeXmbFaVku4JdjmQByHHqTd1F) - [MIT 6.4210/6.4212 - Robotic Manipulation - MIT](https://manipulation.csail.mit.edu/Fall2022/index.html) ([Youtube](https://www.youtube.com/playlist?list=PLkx8KyIQkMfUSDs2hvTWzaq-cxGl8Ha69)) - [Industrial Robotics and Automation - IIT (ISM) Dhanbad](https://www.youtube.com/playlist?list=PLXDsvE7qtfNdt9oYEhJ_LMXDUGu6bH-L6) - [MEE5114 Advanced Control for Robotics from Southern University of Science and Technology](https://www.youtube.com/playlist?list=PLYkCanigA7S4x-ExlnFsQN9WrNZREWEZd) From 3f77ca6af47447e1a665d070a60daaa67eb0b1bc Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Mon, 16 Jan 2023 01:15:02 +0530 Subject: [PATCH 28/63] Computational Physics, ML, DL --- README.md | 25 +++++++++++++++++++++++++ 1 file changed, 25 insertions(+) diff --git a/README.md b/README.md index e27e973..5a5ab53 100755 --- a/README.md +++ b/README.md @@ -30,6 +30,7 @@ Table of Contents - [Security](#security) - [Computer Graphics](#computer-graphics) - [Image Processing and Computer Vision](#image-processing-and-computer-vision) +- [Computational Physics](#computational-physics) - [Computational Biology](#computational-biology) - [Quantum Computing](#quantum-computing) - [Robotics](#robotics) @@ -296,6 +297,9 @@ Table of Contents - [10-601 Machine Learning | CMU | Fall 2017](https://www.youtube.com/playlist?list=PL7k0r4t5c10-g7CWCnHfZOAxLaiNinChk) - [10-701 - Introduction to Machine Learning (PhD) - Tom Mitchell, Spring 2011, CMU](http://www.cs.cmu.edu/~tom/10701_sp11/lectures.shtml) ([Fall 2014](https://www.youtube.com/playlist?list=PL7y-1rk2cCsDZCVz2xS7LrExqidHpJM3B)) ([Spring 2015 by Alex Smola](https://www.youtube.com/playlist?list=PLZSO_6-bSqHTTV7w9u7grTXBHMH-mw3qn)) - [10 - 301/601 - Introduction to Machine Learning - Spring 2020 - CMU](https://www.youtube.com/playlist?list=PLpqQKYIU-snAPM89YPPwyQ9xdaiAdoouk) + - [6.036 - Machine Learning, Broderick - MIT Fall 2020](https://www.youtube.com/playlist?list=PLxC_ffO4q_rW0bqQB80_vcQB09HOA3ClV) + - [Applied Machine Learning (Cornell Tech CS 5787, Fall 2020)](https://www.youtube.com/playlist?list=PL2UML_KCiC0UlY7iCQDSiGDMovaupqc83) + - [Stanford CS229: Machine Learning Course | Summer 2019 (Anand Avati)](https://www.youtube.com/playlist?list=PLoROMvodv4rNH7qL6-efu_q2_bPuy0adh) - [CMS 165 Foundations of Machine Learning and Statistical Inference - 2020 - Caltech](https://www.youtube.com/playlist?list=PLVNifWxslHCDlbyitaLLYBOAEPbmF1AHg) - [Microsoft Research - Machine Learning Course](https://www.youtube.com/playlist?list=PL34iyE0uXtxo7vPXGFkmm6KbgZQwjf9Kf) - [CS 446 - Machine Learning, Spring 2019, UIUC](https://courses.engr.illinois.edu/cs446/sp2019/AGS/_site/) ([Fall 2016 Lectures](https://www.youtube.com/playlist?list=PLQcasX5-oG91TgY6A_gz-IW7YSpwdnD2O)) @@ -343,6 +347,9 @@ Table of Contents - [ORIE 4741/5741: Learning with Big Messy Data - Cornell](https://people.orie.cornell.edu/mru8/orie4741/lectures.html) - [Machine Learning in IoT](https://www.youtube.com/playlist?list=PLeZoXD_TLsLbW_ILvL9TlhBYdW8wJyON-) - [Stanford CS229M: Machine Learning Theory - Fall 2021](https://www.youtube.com/playlist?list=PLoROMvodv4rP8nAmISxFINlGKSK4rbLKh) + - [Intro to Machine Learning and Statistical Pattern Classification - Prof Sebastian Raschka](https://www.youtube.com/playlist?list=PLTKMiZHVd_2KyGirGEvKlniaWeLOHhUF3) + - [CMU's Multimodal Machine Learning course (11-777), Fall 2020](https://www.youtube.com/playlist?list=PL-Fhd_vrvisNup9YQs_TdLW7DQz-lda0G) + - [EE104: Introduction to Machine Learning - Stanford University](https://www.youtube.com/playlist?list=PLoROMvodv4rN_Uy7_wmS051_q1d6akXmK) - **Data Mining** - [CSEP 546, Data Mining - Pedro Domingos, Sp 2016 - University of Washington](https://courses.cs.washington.edu/courses/csep546/16sp/) ([YouTube](https://www.youtube.com/playlist?list=PLTPQEx-31JXgtDaC6-3HxWcp7fq4N8YGr)) - [CS 5140/6140 - Data Mining, Spring 2016, University of Utah](https://www.cs.utah.edu/~jeffp/teaching/cs5140.html) ([Youtube](https://www.youtube.com/playlist?list=PLbuogVdPnkCpXfb43Wvc7s5fXWzedwTPB)) @@ -382,7 +389,11 @@ Table of Contents - [NYU Deep Learning Spring 2020](https://www.youtube.com/playlist?list=PLLHTzKZzVU9eaEyErdV26ikyolxOsz6mq) - [NYU Deep Learning Spring 2021](https://www.youtube.com/playlist?list=PLLHTzKZzVU9e6xUfG10TkTWApKSZCzuBI) - [6.S191: Introduction to Deep Learning - MIT](http://introtodeeplearning.com/) + - [Intro to Deep Learning and Generative Models Course - Prof Sebastian Raschka](https://www.youtube.com/playlist?list=PLTKMiZHVd_2KJtIXOW0zFhFfBaJJilH51) - [Deep Learning CMU](https://www.youtube.com/channel/UC8hYZGEkI2dDO8scT8C5UQA/videos) + - [CS231n Deep Learning for Computer Vision - Winter 2016 Andrej Karpathy - Stanford University](https://www.youtube.com/playlist?list=PLkt2uSq6rBVctENoVBg1TpCC7OQi31AlC) + - [Deep Learning: CS 182 Spring 2021](https://www.youtube.com/playlist?list=PL_iWQOsE6TfVmKkQHucjPAoRtIJYt8a5A) + - [10-414/714: Deep Learning Systems - CMU](https://dlsyscourse.org/lectures/) ([Youtube](https://www.youtube.com/@deeplearningsystemscourse1116/videos)) - [Part 1: Practical Deep Learning for Coders, v3 - fast.ai](https://course.fast.ai/) - [Part 2: Deep Learning from the Foundations - fast.ai](https://course19.fast.ai/part2) - [Deep learning at Oxford 2015 - Nando de Freitas](https://www.youtube.com/playlist?list=PLE6Wd9FR--EfW8dtjAuPoTuPcqmOV53Fu) @@ -407,6 +418,10 @@ Table of Contents - [Geometric Deep Learning - AMMI](https://www.youtube.com/playlist?list=PLn2-dEmQeTfQ8YVuHBOvAhUlnIPYxkeu3) - [Math for Deep Learning — Andreas Geiger](https://www.youtube.com/playlist?list=PL05umP7R6ij0bo4UtMdzEJ6TiLOqj4ZCm) - [Applied Deep Learning 2022 - TU Wien](https://www.youtube.com/playlist?list=PLNsFwZQ_pkE_QaTwYxoTmmRJHtMXyIAU6) + - [Neural Networks: Zero to Hero - Andrej Karpathy](https://www.youtube.com/playlist?list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ) + - [CIS 522 - Deep Learning - U Penn](https://www.youtube.com/@cis522-deeplearning8/playlists) + - [UVA DEEP LEARNING COURSE](http://uvadlc.github.io/#lecture) + - [Deep Learning (Fall 2020) - Georgia Tech](https://www.youtube.com/playlist?list=PL-fZD610i7yB7gDnPDpFcKpHI9X8z3OQ7) - **Reinforcement Learning** - [CS234: Reinforcement Learning - Winter 2019 - Stanford University](https://www.youtube.com/playlist?list=PLoROMvodv4rOSOPzutgyCTapiGlY2Nd8u) - [Introduction to reinforcement learning - UCL](https://www.youtube.com/playlist?list=PLqYmG7hTraZDM-OYHWgPebj2MfCFzFObQ) @@ -464,6 +479,7 @@ Table of Contents - [Applied Time Series Analysis](https://www.youtube.com/playlist?list=PLl0FT6O_WWDBm-4W-eoK34omYmEMseQDX) - **Misc Machine Learning Topics** - [EE364a: Convex Optimization I - Stanford University](http://web.stanford.edu/class/ee364a/videos.html) + - [Quantum Machine Learning | 2021 Qiskit Global Summer School](https://www.youtube.com/playlist?list=PLOFEBzvs-VvqJwybFxkTiDzhf5E11p8BI) - [CS 6955 - Clustering, Spring 2015, University of Utah](https://www.youtube.com/playlist?list=PLbuogVdPnkCpRvi-qSMCdOwyn4UYoPxTI) - [Info 290 - Analyzing Big Data with Twitter, UC Berkeley school of information](http://blogs.ischool.berkeley.edu/i290-abdt-s12/) ([YouTube](https://www.youtube.com/playlist?list=PLE8C1256A28C1487F)) - [10-725 Convex Optimization, Spring 2015 - CMU](http://www.stat.cmu.edu/~ryantibs/convexopt-S15/) @@ -830,6 +846,14 @@ Table of Contents - [3D Computer Vision - National University of Singapore](https://www.youtube.com/playlist?list=PLxg0CGqViygP47ERvqHw_v7FVnUovJeaz) ------------------------------ +### Computational Physics + +- [Astronomical data analysis using Python 2021 - NRC IUCAA](https://www.youtube.com/playlist?list=PL3jLiVc5sr3P7Uov0VFsEfwPOEG1rF-FO) +- [SPARC Workshop on Machine Learning in Solar Physics and Space Weather - CESSI IISER Kolkata](https://www.youtube.com/playlist?list=PLtxxbMktGS8pjURPBXJTAkClnXVE_ZNni) +- [Computational Astrophysics - AstroTwinCoLo, 2015](https://www.youtube.com/playlist?list=PLPdkBLbDPtqoHDcjUweIJqe6GKnOz0-Qw) + +------------------------------ + ### Computational Biology - [ECS 124 - Foundations of Algorithms for Bioinformatics - Dan Gusfield, UC Davis](http://web.cs.ucdavis.edu/~gusfield/cs124videos/videolist.html) ([YouTube](https://www.youtube.com/playlist?list=PL_w_qWAQZtAbh8bHfzXYpdnVKCGCDmmoL)) @@ -854,6 +878,7 @@ Table of Contents - [Frontiers of Biomedical Engineering with W. Mark Saltzman - Yale](https://www.youtube.com/playlist?list=PL27E877E8206F196B) - [NOC:Computational Systems Biology - IIT Madras](https://nptel.ac.in/courses/102/106/102106068/) - [NOC:BioInformatics:Algorithms and Applications - IIT Madras](https://nptel.ac.in/courses/102/106/102106065/) +- [Data Science and AI for Neuroscience Summer School - Caltech Neuroscience](https://www.youtube.com/playlist?list=PLlPxFwLgTtnfDtq_AO3dd62s33RHtU4bp) ------------------------------ From 97b4b1e7f954b2ae84911897fe489191aeb3dabf Mon Sep 17 00:00:00 2001 From: Kairat Kempirbaev <7647704+kairat-kempirbaev@users.noreply.github.com> Date: Sat, 21 Jan 2023 12:12:03 -0800 Subject: [PATCH 29/63] Show NoSQL Database Course from UC Irvine (#259) --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 5a5ab53..ec1e350 100755 --- a/README.md +++ b/README.md @@ -200,6 +200,7 @@ Table of Contents - [D4M - Signal Processing on Databases](https://ocw.mit.edu/resources/res-ll-005-d4m-signal-processing-on-databases-fall-2012/) - [In-Memory Data Management (2013)Prof. Hasso Plattner - HPI](https://open.hpi.de/courses/imdb2013/items/72j6pftms3dOSunM98JhfW) - [Distributed Data Management (WT 2019/20) - Dr. Thorsten Papenbrock - HPI](https://www.tele-task.de/series/1285/) +- [CS122d - NoSQL Data Management (Spring 21) - Prof. Mike Carey - UC Irvine](https://uci.yuja.com/V/PlayList?node=9933576&a=1583628376&autoplay=1) ------------------------------ From f7c737539dc852e3497707c54465bc475cb1ba45 Mon Sep 17 00:00:00 2001 From: Masoud Kaviani Date: Mon, 23 Jan 2023 19:58:32 +0330 Subject: [PATCH 30/63] Add UT Austin NLP course (#266) --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index ec1e350..aa42045 100755 --- a/README.md +++ b/README.md @@ -457,6 +457,7 @@ Table of Contents - [MOOC - Natural Language Processing, Dan Jurafsky & Chris Manning - Coursera](https://www.youtube.com/playlist?list=PL6397E4B26D00A269) - [fast.ai Code-First Intro to Natural Language Processing](https://www.youtube.com/playlist?list=PLtmWHNX-gukKocXQOkQjuVxglSDYWsSh9) ([Github](https://github.com/fastai/course-nlp)) - [MOOC - Natural Language Processing - Coursera, University of Michigan](https://www.youtube.com/playlist?list=PLLssT5z_DsK8BdawOVCCaTCO99Ya58ryR) + - [Natural Language Processing at UT Austin (Greg Durrett)](https://www.youtube.com/playlist?list=PLofp2YXfp7Tbk88uH4jejfXPd2OpWuSLq) - [CS224U: Natural Language Understanding - Spring 2019 - Stanford University](https://www.youtube.com/playlist?list=PLoROMvodv4rObpMCir6rNNUlFAn56Js20) - [Deep Learning for Natural Language Processing, 2017 - Oxford University](https://github.com/oxford-cs-deepnlp-2017/lectures) - [Accelerated Natural Language Processing 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/anlp.htm) From 285bd811d083603b04a142365fcdd33010b2f128 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Jo=C3=ABl=20Porquet?= Date: Fri, 3 Feb 2023 07:47:13 -0800 Subject: [PATCH 31/63] Add a couple of undergrad courses from UC Davis (#271) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * Data structures course from UC Davis Provides all the lecture and discussion videos for the entire quarter. Signed-off-by: Joël Porquet-Lupine * OS course from UC Davis Provides all the lecture and discussion videos for the entire quarter. Signed-off-by: Joël Porquet-Lupine --------- Signed-off-by: Joël Porquet-Lupine --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index aa42045..773c6a5 100755 --- a/README.md +++ b/README.md @@ -75,6 +75,7 @@ Table of Contents ### Data Structures and Algorithms +- [ECS 36C - Data Structures and Algorithms (C++) - Spring 2020 - Joël Porquet-Lupine - UC Davis](https://lupteach.gitlab.io/courses/ucd-ecs36c/online/) - [Programming and Data Structures with Python, 2021-2022, Sem I - by Prof. Madhavan Mukund, CMI](https://www.cmi.ac.in/~madhavan/courses/python2021sep/) - [6.006 - Introduction to Algorithms, MIT OCW](https://ocw.mit.edu/courses/6-006-introduction-to-algorithms-spring-2020/video_galleries/lecture-videos/) - [Algorithms: Design and Analysis 1 - Stanford University](https://www.youtube.com/playlist?list=PLXFMmlk03Dt7Q0xr1PIAriY5623cKiH7V) @@ -137,6 +138,7 @@ Table of Contents - [Systems - Aduni](http://aduni.org/courses/systems/index.php?view=cw) - [CS110: Principles of Computer Systems - Stanford](https://web.stanford.edu/class/archive/cs/cs110/cs110.1202/) - **Operating Systems** + - [ECS 150 - Operating Systems and Systems Programming - Fall 2020 - Joël Porquet-Lupine - UC Davis](https://lupteach.gitlab.io/courses/ucd-ecs150/online/) - [CS124 Operating Systems - California Institute of Technology, Fall 2018 - Youtube](https://www.youtube.com/playlist?list=PL3swII2vlVoVbav6FV98pidq6BsTN4u56) - [CS 162 Operating Systems and Systems Programming, Spring 2015 - University of California, Berkeley](https://archive.org/details/ucberkeley-webcast-PL-XXv-cvA_iBDyz-ba4yDskqMDY6A1w_c?sort=titleSorter) - [CS 4414 - Operating Systems, University of Virginia (rust-class)](http://rust-class.org/pages/classes.html) From 36c13ebc6837a974b899f7e788c3637487448df2 Mon Sep 17 00:00:00 2001 From: Masoud Kaviani Date: Fri, 3 Feb 2023 19:18:48 +0330 Subject: [PATCH 32/63] The playlist has been removed (#267) * Add UT Austin NLP course * Playlist have been removed from youtube --- README.md | 1 - 1 file changed, 1 deletion(-) diff --git a/README.md b/README.md index 773c6a5..060746e 100755 --- a/README.md +++ b/README.md @@ -456,7 +456,6 @@ Table of Contents - [CS 224N - Deep Learning for Natural Language Processing, Stanford University](http://web.stanford.edu/class/cs224n/) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ)) - [CS 224N - Natural Language Processing, Stanford University](https://web.stanford.edu/~jurafsky/NLPCourseraSlides.html) ([Lecture videos](https://www.youtube.com/playlist?list=PLLssT5z_DsK8HbD2sPcUIDfQ7zmBarMYv)) - [CS 124 - From Languages to Information - Stanford University](https://www.youtube.com/channel/UC_48v322owNVtORXuMeRmpA/playlists?view=50&sort=dd&shelf_id=2) - - [MOOC - Natural Language Processing, Dan Jurafsky & Chris Manning - Coursera](https://www.youtube.com/playlist?list=PL6397E4B26D00A269) - [fast.ai Code-First Intro to Natural Language Processing](https://www.youtube.com/playlist?list=PLtmWHNX-gukKocXQOkQjuVxglSDYWsSh9) ([Github](https://github.com/fastai/course-nlp)) - [MOOC - Natural Language Processing - Coursera, University of Michigan](https://www.youtube.com/playlist?list=PLLssT5z_DsK8BdawOVCCaTCO99Ya58ryR) - [Natural Language Processing at UT Austin (Greg Durrett)](https://www.youtube.com/playlist?list=PLofp2YXfp7Tbk88uH4jejfXPd2OpWuSLq) From 3287a19ae54275e29f2f326d778d4cc368f3d1da Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Sun, 5 Feb 2023 02:54:41 +0530 Subject: [PATCH 33/63] Astroinformatics, U Michigan Robotics --- README.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 060746e..26c4380 100755 --- a/README.md +++ b/README.md @@ -854,7 +854,7 @@ Table of Contents - [Astronomical data analysis using Python 2021 - NRC IUCAA](https://www.youtube.com/playlist?list=PL3jLiVc5sr3P7Uov0VFsEfwPOEG1rF-FO) - [SPARC Workshop on Machine Learning in Solar Physics and Space Weather - CESSI IISER Kolkata](https://www.youtube.com/playlist?list=PLtxxbMktGS8pjURPBXJTAkClnXVE_ZNni) - [Computational Astrophysics - AstroTwinCoLo, 2015](https://www.youtube.com/playlist?list=PLPdkBLbDPtqoHDcjUweIJqe6GKnOz0-Qw) - +- [Astroinformatics 2019 Conference - Caltech](https://m.youtube.com/playlist?list=PL8_xPU5epJdcv2L4MzpzNd6gPyq6glmjc) ------------------------------ ### Computational Biology @@ -906,6 +906,8 @@ Table of Contents - [ROB 320: Robot Operating Systems - University of Michigan](https://autorob.org/) - [ROB 501: Mathematics for Robotics - University of Michigan](https://github.com/michiganrobotics/rob501) ([Youtube](https://www.youtube.com/playlist?list=PLdPQZLMHRjDIzO99aE7yAtdOHSVHMXfYH)) - [ROB 530 MOBILE ROBOTICS at U of Michigan - WINTER 2022 -- Instructor: Maani Ghaffari](https://www.youtube.com/playlist?list=PLdMorpQLjeXmbFaVku4JdjmQByHHqTd1F) +- [Autorob Winter 2022 - University of Michigan](https://m.youtube.com/playlist?list=PLf_SmXJixhnWMMU6_xYW7iS08-7h9kENY) +- [DeepRob Winter 2023 - University of Michigan](https://m.youtube.com/playlist?list=PLf_SmXJixhnXoMs0Qvxe500BrjfbIOwSg) - [CS 223A - Introduction to Robotics, Stanford University](https://see.stanford.edu/Course/CS223A) - [6.832 Underactuated Robotics - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-832-underactuated-robotics-spring-2009/) - [CS287 Advanced Robotics at UC Berkeley Fall 2019 -- Instructor: Pieter Abbeel](https://www.youtube.com/playlist?list=PLwRJQ4m4UJjNBPJdt8WamRAt4XKc639wF) From 8b7b1645c85b26602a3803fce653d9df9f6a0898 Mon Sep 17 00:00:00 2001 From: phscloq <83119604+phscloq@users.noreply.github.com> Date: Thu, 16 Feb 2023 18:41:30 +0300 Subject: [PATCH 34/63] The link was broken (#272) --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 26c4380..08da7ac 100755 --- a/README.md +++ b/README.md @@ -596,7 +596,7 @@ Table of Contents ### Web Programming and Internet Technologies - [CS50's Web Programming with Python and JavaScript](https://www.edx.org/course/cs50s-web-programming-with-python-and-javascript) -- [Web Design Decal - HTML/CSS/JavaScript Course, University of California, Berkeley](http://live.wdd.io/) +- [Web Design Decal - HTML/CSS/JavaScript Course, University of California, Berkeley](http://wdd.io/) - [CS 75 Building Dynamic Websites - Harvard University](http://cs75.tv/2012/summer/) - [Internet Technology - IIT Kharagpur](https://nptel.ac.in/courses/106105084/) - [Introduction to Modern Application Development - IIT Madras](https://nptel.ac.in/courses/106106156/) From ac0bd5fb9f8cb33bd6a17f644f681c227064cd6a Mon Sep 17 00:00:00 2001 From: Reza Mahmoudi <108347344+R-Mahmoudi@users.noreply.github.com> Date: Thu, 16 Feb 2023 19:12:48 +0330 Subject: [PATCH 35/63] Added full stack deep learning course (#274) --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index 08da7ac..03de410 100755 --- a/README.md +++ b/README.md @@ -389,6 +389,8 @@ Table of Contents - [Probabilistic Modelling and Reasoning 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/pmr.htm) - [Probabilistic Graphical Models, Spring 2018 - Notre Dame](https://www.youtube.com/playlist?list=PLd-PuDzW85AcV4bgdu7wHPL37hm60W4RM) - **Deep Learning** + - [Full Stack Deep Learning - Course 2022](https://www.youtube.com/watch?v=-Iob-FW5jVM&list=PL1T8fO7ArWleMMI8KPJ_5D5XSlovTW_Ur) + - [Full Stack Deep Learning - Course 2021](https://www.youtube.com/watch?v=fGxWfEuUu0w&list=PL1T8fO7ArWlcWg04OgNiJy91PywMKT2lv) - [NYU Deep Learning Spring 2020](https://www.youtube.com/playlist?list=PLLHTzKZzVU9eaEyErdV26ikyolxOsz6mq) - [NYU Deep Learning Spring 2021](https://www.youtube.com/playlist?list=PLLHTzKZzVU9e6xUfG10TkTWApKSZCzuBI) - [6.S191: Introduction to Deep Learning - MIT](http://introtodeeplearning.com/) From 426ff3038fbcdc18ec292b93cc4a5b7215308830 Mon Sep 17 00:00:00 2001 From: Anish Athalye Date: Wed, 22 Feb 2023 14:31:42 -0500 Subject: [PATCH 36/63] Add Introduction to Data-Centric AI (#276) --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 03de410..63c8067 100755 --- a/README.md +++ b/README.md @@ -508,6 +508,7 @@ Table of Contents - [Web Information Retrieval (Proff. L. Becchetti - A. Vitaletti)](https://www.youtube.com/playlist?list=PLAQopGWlIcya-9yzQ8c8UtPOuCv0mFZkr) - [Big Data Systems (WT 2019/20) - Prof. Dr. Tilmann Rabl - HPI](https://www.tele-task.de/series/1286/) - [Distributed Data Analytics (WT 2017/18) - Dr. Thorsten Papenbrock - HPI](https://www.tele-task.de/series/1179/) + - [Introduction to Data-Centric AI - MIT](https://dcai.csail.mit.edu/) ------------------------------ From 416b650b3e9494320bb512d379f315600906fe78 Mon Sep 17 00:00:00 2001 From: Anish Athalye Date: Wed, 22 Feb 2023 14:31:58 -0500 Subject: [PATCH 37/63] Add Missing Semester (#277) --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 63c8067..6cdab70 100755 --- a/README.md +++ b/README.md @@ -1030,3 +1030,4 @@ Pricing Theory I / Applied Probability for Mathematical Finance - University of - [Business Process Compliance (WT 2013/14) - HPI University of Potsdam](https://www.tele-task.de/series/979/) - [Design Thinking for Digital Engineering (SS 2018) - Dr. Julia von Thienen - HPI](https://www.tele-task.de/series/1206/) - [CS224w – Social Network Analysis – Autumn 2017 - Stanford University](http://snap.stanford.edu/class/cs224w-videos-2017/) +- [The Missing Semester of Your CS Education](https://missing.csail.mit.edu/) From 8466d391812eb06537bf020ee78bad21d7501d6c Mon Sep 17 00:00:00 2001 From: Omar Yasser Date: Mon, 27 Feb 2023 14:34:01 +0200 Subject: [PATCH 38/63] Fix broken link (#280) --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 6cdab70..bbd850f 100755 --- a/README.md +++ b/README.md @@ -456,7 +456,7 @@ Table of Contents - [CS 330 - Deep Multi-Task and Meta Learning - Fall 2019 - Stanford University](https://cs330.stanford.edu/) ([Youtube](https://www.youtube.com/playlist?list=PLoROMvodv4rMC6zfYmnD7UG3LVvwaITY5)) - **Natural Language Processing** - [CS 224N - Deep Learning for Natural Language Processing, Stanford University](http://web.stanford.edu/class/cs224n/) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ)) - - [CS 224N - Natural Language Processing, Stanford University](https://web.stanford.edu/~jurafsky/NLPCourseraSlides.html) ([Lecture videos](https://www.youtube.com/playlist?list=PLLssT5z_DsK8HbD2sPcUIDfQ7zmBarMYv)) + - [CS 224N - Natural Language Processing, Stanford University](https://web.stanford.edu/~jurafsky/NLPCourseraSlides.html) ([Lecture videos](https://academictorrents.com/details/d2c8f8f1651740520b7dfab23438d89bc8c0c0ab)) - [CS 124 - From Languages to Information - Stanford University](https://www.youtube.com/channel/UC_48v322owNVtORXuMeRmpA/playlists?view=50&sort=dd&shelf_id=2) - [fast.ai Code-First Intro to Natural Language Processing](https://www.youtube.com/playlist?list=PLtmWHNX-gukKocXQOkQjuVxglSDYWsSh9) ([Github](https://github.com/fastai/course-nlp)) - [MOOC - Natural Language Processing - Coursera, University of Michigan](https://www.youtube.com/playlist?list=PLLssT5z_DsK8BdawOVCCaTCO99Ya58ryR) From 0ca3030513799469b91c57bfcfb79bdfb50c0ddb Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Tue, 7 Mar 2023 23:45:08 +0530 Subject: [PATCH 39/63] Quantum Computing and Information - U Pittsburgh --- README.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index bbd850f..dd0a46f 100755 --- a/README.md +++ b/README.md @@ -594,6 +594,7 @@ Table of Contents - [Statistical Computing for Scientists and Engineers - Notre Dame](https://www.youtube.com/playlist?list=PLd-PuDzW85AeltIRcjDY7Z4q49NEAuMcA) - [Statistical Computing, Fall 2017 - Notre Dame](https://www.youtube.com/playlist?list=PLd-PuDzW85AcSgNGnT5TUHt85SrCljT3V) - [Mathematics for Machine Learning, Lectures by Ulrike von Luxburg - Tübingen Machine Learning](https://www.youtube.com/playlist?list=PL05umP7R6ij1a6KdEy8PVE9zoCv6SlHRS) +- [Numerics of Machine Learning (Winter 2022/23) - Tübingen Machine Learning](https://www.youtube.com/playlist?list=PL05umP7R6ij2lwDdj7IkuHoP9vHlEcH0s) ------------------------------ @@ -892,8 +893,9 @@ Table of Contents - [15-859BB: Quantum Computation and Quantum Information 2018 - CMU](https://www.cs.cmu.edu/~odonnell/quantum18/) ([Youtube](https://www.youtube.com/playlist?list=PLm3J0oaFux3YL5qLskC6xQ24JpMwOAeJz)) - [Ph/CS 219A Quantum Computation - Prof Preskill - Caltech](https://www.youtube.com/playlist?list=PL0ojjrEqIyPy-1RRD8cTD_lF1hflo89Iu) -- [Quantum Mechanics for Scientists and Engineers](https://www.youtube.com/playlist?list=PL_onPhFCkVQi2O405SkNf3hv-7HXnZnMm) - [Quantum Mechanics and Quantum Computation - Umesh Vazirani](https://www.youtube.com/playlist?list=PL74Rel4IAsETUwZS_Se_P-fSEyEVQwni7) +- [Phys 1470 - Foundations of Quantum Computing and Quantum Information - U of Pittsburgh](https://www.youtube.com/playlist?list=PL9KDUYiMK3D5etNeur9HocwcAcfcDtArw) +- [Quantum Physics for Non-Physicists 2021 - ETH Zurich](https://www.youtube.com/playlist?list=PLmE1-ewBrbkiOFq_vMXAww4GDMxDAB3pI) ([2020](https://www.youtube.com/playlist?list=PLmE1-ewBrbkiKoYQU4FawveQfhWU_4MkX)) - [Quantum Information and Computing by Prof. D.K. Ghosh](https://www.youtube.com/playlist?list=PLq-Gm0yRYwThGmlypvSFQ-kT2rPaXKAZ5) - [Quantum Computing by Prof. Debabrata Goswami](https://www.youtube.com/playlist?list=PLq-Gm0yRYwTj7Fs6jyzYa83HErSrpXgPQ) - [The Building Blocks of a Quantum Computer: Part 1 - TU Delft](https://ocw.tudelft.nl/courses/building-blocks-quantum-computer-part-1/) From 6fb6e086016057930a91540c6bcec4c8ccc98de8 Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Thu, 9 Mar 2023 00:16:58 +0530 Subject: [PATCH 40/63] More ML courses --- README.md | 16 +++++++++++----- 1 file changed, 11 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index dd0a46f..79a8161 100755 --- a/README.md +++ b/README.md @@ -167,6 +167,7 @@ Table of Contents - [Distributed Data Management - Technische Universität Braunschweig, Germany](http://www.ifis.cs.tu-bs.de/teaching/ss-15/ddm) - [Information Retrieval and Web Search Engines - Technische Universität Braunschweig, Germany](http://www.ifis.cs.tu-bs.de/teaching/ws-1516/IRWS) - [Middleware and Distributed Systems (WS 2009/10) - Dr. Martin von Löwis - HPI](https://www.tele-task.de/series/729/) + - [CSE 138 - Distributed Systems - UC Santa Cruz, Spring 2020](https://www.youtube.com/playlist?list=PLNPUF5QyWU8O0Wd8QDh9KaM1ggsxspJ31) ([2021](https://www.youtube.com/playlist?list=PLNPUF5QyWU8PydLG2cIJrCvnn5I_exhYx)) - **Real-Time Systems** - [CPCS 663 - Real-Time Systems: Video Material - TAMU](http://faculty.cs.tamu.edu/bettati/Courses/663/Video/presentation.html) - [Real Time Systems - IIT Kharagpur](https://nptel.ac.in/courses/106105036/) @@ -353,6 +354,12 @@ Table of Contents - [Intro to Machine Learning and Statistical Pattern Classification - Prof Sebastian Raschka](https://www.youtube.com/playlist?list=PLTKMiZHVd_2KyGirGEvKlniaWeLOHhUF3) - [CMU's Multimodal Machine Learning course (11-777), Fall 2020](https://www.youtube.com/playlist?list=PL-Fhd_vrvisNup9YQs_TdLW7DQz-lda0G) - [EE104: Introduction to Machine Learning - Stanford University](https://www.youtube.com/playlist?list=PLoROMvodv4rN_Uy7_wmS051_q1d6akXmK) + - [CPSC 330: Applied Machine Learning (2020) - UBC](https://www.youtube.com/playlist?list=PLWmXHcz_53Q2BXsWviGgEqdlSHmfsjSzC) + - [Machine Learning 2013 - Nando de Freitas, UBC](https://www.youtube.com/playlist?list=PLE6Wd9FR--EdyJ5lbFl8UuGjecvVw66F6) + - [Machine Learning, 2014-2015, University of Oxford](https://www.cs.ox.ac.uk/people/nando.defreitas/machinelearning/) + - [10-702/36-702 - Statistical Machine Learning - Larry Wasserman, Spring 2016, CMU](https://www.stat.cmu.edu/~ryantibs/statml/) ([Spring 2015](https://www.youtube.com/playlist?list=PLjbUi5mgii6BWEUZf7He6nowWvGne_Y8r)) + - [10-715 Advanced Introduction to Machine Learning - CMU](http://www.cs.cmu.edu/~bapoczos/Classes/ML10715_2015Fall/) ([YouTube](https://www.youtube.com/playlist?list=PL4DwY1suLMkcu-wytRDbvBNmx57CdQ2pJ)) + - [CS 281B - Scalable Machine Learning, Alex Smola, UC Berkeley](http://alex.smola.org/teaching/berkeley2012/syllabus.html) - **Data Mining** - [CSEP 546, Data Mining - Pedro Domingos, Sp 2016 - University of Washington](https://courses.cs.washington.edu/courses/csep546/16sp/) ([YouTube](https://www.youtube.com/playlist?list=PLTPQEx-31JXgtDaC6-3HxWcp7fq4N8YGr)) - [CS 5140/6140 - Data Mining, Spring 2016, University of Utah](https://www.cs.utah.edu/~jeffp/teaching/cs5140.html) ([Youtube](https://www.youtube.com/playlist?list=PLbuogVdPnkCpXfb43Wvc7s5fXWzedwTPB)) @@ -445,13 +452,9 @@ Table of Contents - [Reinforcement Learning Course at ASU, Spring 2022](https://www.youtube.com/playlist?list=PLmH30BG15SIoXhxLldoio0BhsIY84YMDj) - [CS 4789/5789: Introduction to Reinforcement Learning - Cornell](https://www.youtube.com/playlist?list=PLQVNhPb8ajtCjWSKUvKU8cX5lueYP9s3X) - [S20/IE613 - Online (Machine) Learning/ Bandit Algorithms](https://www.youtube.com/playlist?list=PLDREIwGwrHBdiBm1q0cVJLZn4Cn6Hig2s) + - [Reinforcement Learning - Fall 2021 chandar-lab](https://www.youtube.com/playlist?list=PLImtCgowF_ES_JdF_UcM60EXTcGZg67Ua) - **Advanced Machine Learning** - [Advanced Machine Learning, 2021-2022, Sem I - by Prof. Madhavan Mukund, CMI](https://www.cmi.ac.in/~madhavan/courses/aml2021) - - [Machine Learning 2013 - Nando de Freitas, UBC](https://www.youtube.com/playlist?list=PLE6Wd9FR--EdyJ5lbFl8UuGjecvVw66F6) - - [Machine Learning, 2014-2015, University of Oxford](https://www.cs.ox.ac.uk/people/nando.defreitas/machinelearning/) - - [10-702/36-702 - Statistical Machine Learning - Larry Wasserman, Spring 2016, CMU](https://www.stat.cmu.edu/~ryantibs/statml/) ([Spring 2015](https://www.youtube.com/playlist?list=PLjbUi5mgii6BWEUZf7He6nowWvGne_Y8r)) - - [10-715 Advanced Introduction to Machine Learning - CMU](http://www.cs.cmu.edu/~bapoczos/Classes/ML10715_2015Fall/) ([YouTube](https://www.youtube.com/playlist?list=PL4DwY1suLMkcu-wytRDbvBNmx57CdQ2pJ)) - - [CS 281B - Scalable Machine Learning, Alex Smola, UC Berkeley](http://alex.smola.org/teaching/berkeley2012/syllabus.html) - [18.409 Algorithmic Aspects of Machine Learning Spring 2015 - MIT](https://www.youtube.com/playlist?list=PLB3sDpSRdrOvI1hYXNsa6Lety7K8FhPpx) - [CS 330 - Deep Multi-Task and Meta Learning - Fall 2019 - Stanford University](https://cs330.stanford.edu/) ([Youtube](https://www.youtube.com/playlist?list=PLoROMvodv4rMC6zfYmnD7UG3LVvwaITY5)) - **Natural Language Processing** @@ -509,6 +512,7 @@ Table of Contents - [Big Data Systems (WT 2019/20) - Prof. Dr. Tilmann Rabl - HPI](https://www.tele-task.de/series/1286/) - [Distributed Data Analytics (WT 2017/18) - Dr. Thorsten Papenbrock - HPI](https://www.tele-task.de/series/1179/) - [Introduction to Data-Centric AI - MIT](https://dcai.csail.mit.edu/) + - [Parallel Computing and Scientific Machine Learning](https://www.youtube.com/playlist?list=PLCAl7tjCwWyGjdzOOnlbGnVNZk0kB8VSa) ------------------------------ @@ -586,6 +590,7 @@ Table of Contents - [A first course in Linear Algebra - N J Wildberger - UNSW](https://www.youtube.com/playlist?list=PL44B6B54CBF6A72DF) - [INTRODUCTION TO MATRIX ALGEBRA](http://ma.mathforcollege.com/youtube/index.html) - [Computational Linear Algebra - fast.ai](https://www.youtube.com/playlist?list=PLtmWHNX-gukIc92m1K0P6bIOnZb-mg0hY) ([Github](https://github.com/fastai/numerical-linear-algebra)) + - [ENGR108: Introduction to Applied Linear Algebra—Vectors, Matrices, and Least Squares - Stanford University](https://www.youtube.com/playlist?list=PLoROMvodv4rMz-WbFQtNUsUElIh2cPmN9) - [10-600 Math Background for ML - CMU](https://www.youtube.com/playlist?list=PL7y-1rk2cCsA339crwXMWUaBRuLBvPBCg) - [MIT 18.065 Matrix Methods in Data Analysis, Signal Processing, and Machine Learning](https://ocw.mit.edu/courses/mathematics/18-065-matrix-methods-in-data-analysis-signal-processing-and-machine-learning-spring-2018/video-lectures/) - [36-705 - Intermediate Statistics - Larry Wasserman, CMU](http://www.stat.cmu.edu/~larry/=stat705/) ([YouTube](https://www.youtube.com/playlist?list=PLcW8xNfZoh7eI7KSWneVWq-7wr8ffRtHF)) @@ -958,6 +963,7 @@ Table of Contents - [MIT 6.4210/6.4212 - Robotic Manipulation - MIT](https://manipulation.csail.mit.edu/Fall2022/index.html) ([Youtube](https://www.youtube.com/playlist?list=PLkx8KyIQkMfUSDs2hvTWzaq-cxGl8Ha69)) - [Industrial Robotics and Automation - IIT (ISM) Dhanbad](https://www.youtube.com/playlist?list=PLXDsvE7qtfNdt9oYEhJ_LMXDUGu6bH-L6) - [MEE5114 Advanced Control for Robotics from Southern University of Science and Technology](https://www.youtube.com/playlist?list=PLYkCanigA7S4x-ExlnFsQN9WrNZREWEZd) +- [Self-Driving Cars — Andreas Geiger](https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr) ------------------------------ From b6493fae8835435f2c860cb3ed007474a47b8996 Mon Sep 17 00:00:00 2001 From: Yug Borana <77982856+yugborana@users.noreply.github.com> Date: Sat, 11 Mar 2023 00:28:57 +0530 Subject: [PATCH 41/63] Update README.md (#282) --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 79a8161..85514c9 100755 --- a/README.md +++ b/README.md @@ -225,7 +225,7 @@ Table of Contents - [Computer Science 169- Software Engineering - Fall 2019 - UCBerkeley](https://www.youtube.com/playlist?list=PLkFD6_40KJIxCKgzL0uysjsAtfY3JawLS) - [CS 5150 - Software Engineering, Fall 2014 - Cornell University](http://www.cs.cornell.edu/courses/cs5150/2014fa/materials.html) - [Introduction to Service Design and Engineering - University of Trento, Italy](https://www.youtube.com/playlist?list=PLBdajHWwi0JCn87QuFT3e58mekU0-6WUT) - - [CS 164 Software Engineering - Harvard](http://cs164.tv/2014/spring/) + - [CS 164 Software Engineering - Harvard](https://www.youtube.com/watch?v=3zdfCR6c8vw&list=PLuhjguFxSeVLvKvWwTUIpVwXdLtZPX1ZS - [System Analysis and Design - IISC Bangalore](https://nptel.ac.in/courses/106108102/) - [Software Engineering - IIT Bombay](https://nptel.ac.in/courses/106101061/) - [Dependable Systems (SS 2014)- HPI University of Potsdam](https://www.tele-task.de/series/1005/) From c1b5172fd1eb9016ba7c662861810a107b4c054d Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Mon, 13 Mar 2023 18:38:57 +0530 Subject: [PATCH 42/63] Advanced Compilers - Cornell --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 85514c9..082d319 100755 --- a/README.md +++ b/README.md @@ -624,6 +624,7 @@ Table of Contents ### Theoretical CS and Programming Languages - [MOOC - Compilers - Stanford University](https://archive.org/details/academictorrents_e31e54905c7b2669c81fe164de2859be4697013a) +- [CS 6120: Advanced Compilers: The Self-Guided Online Course - Cornell University](https://www.cs.cornell.edu/courses/cs6120/2020fa/self-guided/) - [CS 164 Hack your language, UC Berkeley](https://sites.google.com/a/bodik.org/cs164/home) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLuhjguFxSeVLvKvWwTUIpVwXdLtZPX1ZS)) - [Theory of computation - Shai Simonson](http://www.aduni.org/courses/theory/index.php?view=cw) - [CS 173 Programming Languages, Brown University](http://cs.brown.edu/courses/cs173/2012/Videos/) ([Book](http://cs.brown.edu/courses/cs173/2012/book/)) From 1f8624b63e25d284f8ec3876c681d9af01af36d5 Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Thu, 16 Mar 2023 18:15:33 +0530 Subject: [PATCH 43/63] Space Science with Python - Astroniz --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 082d319..7b2ad4b 100755 --- a/README.md +++ b/README.md @@ -865,6 +865,7 @@ Table of Contents - [SPARC Workshop on Machine Learning in Solar Physics and Space Weather - CESSI IISER Kolkata](https://www.youtube.com/playlist?list=PLtxxbMktGS8pjURPBXJTAkClnXVE_ZNni) - [Computational Astrophysics - AstroTwinCoLo, 2015](https://www.youtube.com/playlist?list=PLPdkBLbDPtqoHDcjUweIJqe6GKnOz0-Qw) - [Astroinformatics 2019 Conference - Caltech](https://m.youtube.com/playlist?list=PL8_xPU5epJdcv2L4MzpzNd6gPyq6glmjc) +- [Space Science with Python - Astroniz](https://www.youtube.com/playlist?list=PLNvIBWkEdZ2iCc8G9dvx6MQvBruJG-TE8) ------------------------------ ### Computational Biology From 3be3a631864bd446ac2ca137fbf217a65e84ec31 Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Sun, 19 Mar 2023 21:17:57 +0530 Subject: [PATCH 44/63] Quantum computing course --- README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 7b2ad4b..b2866a4 100755 --- a/README.md +++ b/README.md @@ -908,7 +908,8 @@ Table of Contents - [The Building Blocks of a Quantum Computer: Part 1 - TU Delft](https://ocw.tudelft.nl/courses/building-blocks-quantum-computer-part-1/) - [The Building Blocks of a Quantum Computer: Part 2 - TU Delft](https://ocw.tudelft.nl/courses/building-blocks-quantum-computer-part-2/) - [Quantum Cryptography - TU Delft](https://ocw.tudelft.nl/courses/quantum-cryptography/) - +- [Introduction to Quantum Information](https://zhenyucai.com/post/intro_to_qi/ +) ------------------------------ ### Robotics From 4ea9fd53390ae799b5c2bf73bb46a44597ad1c4e Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Mon, 20 Mar 2023 23:45:27 +0530 Subject: [PATCH 45/63] Quantum computing --- README.md | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index b2866a4..67cca0a 100755 --- a/README.md +++ b/README.md @@ -908,8 +908,9 @@ Table of Contents - [The Building Blocks of a Quantum Computer: Part 1 - TU Delft](https://ocw.tudelft.nl/courses/building-blocks-quantum-computer-part-1/) - [The Building Blocks of a Quantum Computer: Part 2 - TU Delft](https://ocw.tudelft.nl/courses/building-blocks-quantum-computer-part-2/) - [Quantum Cryptography - TU Delft](https://ocw.tudelft.nl/courses/quantum-cryptography/) -- [Introduction to Quantum Information](https://zhenyucai.com/post/intro_to_qi/ -) +- [Introduction to Quantum Information](https://zhenyucai.com/post/intro_to_qi/) +- [Quantum Computing for Everyone -- Part 1](https://www.youtube.com/playlist?list=PLfOgkuiMs5qApXtgIMREPicgbYIGjbf8e) ([Part 2](https://www.youtube.com/playlist?list=PLfOgkuiMs5qB-0J07mphWZ19j9Gll33ZU)) +- [Quantum Computer Systems – UChicago](https://www.youtube.com/playlist?list=PLfOgkuiMs5qCa8BUrFMumyvPqeoOL-iu8) ------------------------------ ### Robotics From c34e97be913756bca91cdbc1f1413f1da46fdd75 Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Tue, 11 Apr 2023 13:25:56 +0530 Subject: [PATCH 46/63] Quantum computing + Fix --- README.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 67cca0a..3bae2fb 100755 --- a/README.md +++ b/README.md @@ -225,7 +225,7 @@ Table of Contents - [Computer Science 169- Software Engineering - Fall 2019 - UCBerkeley](https://www.youtube.com/playlist?list=PLkFD6_40KJIxCKgzL0uysjsAtfY3JawLS) - [CS 5150 - Software Engineering, Fall 2014 - Cornell University](http://www.cs.cornell.edu/courses/cs5150/2014fa/materials.html) - [Introduction to Service Design and Engineering - University of Trento, Italy](https://www.youtube.com/playlist?list=PLBdajHWwi0JCn87QuFT3e58mekU0-6WUT) - - [CS 164 Software Engineering - Harvard](https://www.youtube.com/watch?v=3zdfCR6c8vw&list=PLuhjguFxSeVLvKvWwTUIpVwXdLtZPX1ZS + - [CS 164 Software Engineering - Harvard](https://www.youtube.com/watch?v=3zdfCR6c8vw&list=PLuhjguFxSeVLvKvWwTUIpVwXdLtZPX1ZS) - [System Analysis and Design - IISC Bangalore](https://nptel.ac.in/courses/106108102/) - [Software Engineering - IIT Bombay](https://nptel.ac.in/courses/106101061/) - [Dependable Systems (SS 2014)- HPI University of Potsdam](https://www.tele-task.de/series/1005/) @@ -911,6 +911,8 @@ Table of Contents - [Introduction to Quantum Information](https://zhenyucai.com/post/intro_to_qi/) - [Quantum Computing for Everyone -- Part 1](https://www.youtube.com/playlist?list=PLfOgkuiMs5qApXtgIMREPicgbYIGjbf8e) ([Part 2](https://www.youtube.com/playlist?list=PLfOgkuiMs5qB-0J07mphWZ19j9Gll33ZU)) - [Quantum Computer Systems – UChicago](https://www.youtube.com/playlist?list=PLfOgkuiMs5qCa8BUrFMumyvPqeoOL-iu8) +- [Quantum computing for the determined - Michael Nielsen](https://www.youtube.com/playlist?list=PL1826E60FD05B44E4) +- [Quantum Computing](https://www.youtube.com/playlist?list=PLxP0p--aBHmIe--9rczWe4AZmw03e2bz0) ------------------------------ ### Robotics From d2b4149cb8ace07dd132271db16e16f6c155e28d Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Sun, 14 May 2023 15:23:59 +0530 Subject: [PATCH 47/63] Add Quantum Computing courses --- README.md | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/README.md b/README.md index 3bae2fb..33150f3 100755 --- a/README.md +++ b/README.md @@ -901,8 +901,14 @@ Table of Contents - [15-859BB: Quantum Computation and Quantum Information 2018 - CMU](https://www.cs.cmu.edu/~odonnell/quantum18/) ([Youtube](https://www.youtube.com/playlist?list=PLm3J0oaFux3YL5qLskC6xQ24JpMwOAeJz)) - [Ph/CS 219A Quantum Computation - Prof Preskill - Caltech](https://www.youtube.com/playlist?list=PL0ojjrEqIyPy-1RRD8cTD_lF1hflo89Iu) - [Quantum Mechanics and Quantum Computation - Umesh Vazirani](https://www.youtube.com/playlist?list=PL74Rel4IAsETUwZS_Se_P-fSEyEVQwni7) +- [Introduction to quantum computing course 2022 - NYU](https://www.youtube.com/playlist?list=PLo0Vs5tDeRLRIPcJ83SN91M-asGuaa1AD) - [Phys 1470 - Foundations of Quantum Computing and Quantum Information - U of Pittsburgh](https://www.youtube.com/playlist?list=PL9KDUYiMK3D5etNeur9HocwcAcfcDtArw) +- [Introduction to Quantum Computing From a Layperson to a Programmer in 30 Steps (EE225 SJSU)](https://www.youtube.com/playlist?list=PLnK6MrIqGXsJfcBdppW3CKJ858zR8P4eP) +- [Quantum Computing Hardware and Architecture (EE274 SJSU)](https://www.youtube.com/playlist?list=PLnK6MrIqGXsL1KShnocSdwNSiKnBodpie) - [Quantum Physics for Non-Physicists 2021 - ETH Zurich](https://www.youtube.com/playlist?list=PLmE1-ewBrbkiOFq_vMXAww4GDMxDAB3pI) ([2020](https://www.youtube.com/playlist?list=PLmE1-ewBrbkiKoYQU4FawveQfhWU_4MkX)) +- [Introduction to Quantum Computing and Quantum Hardware - Qiskit](https://www.youtube.com/playlist?list=PLOFEBzvs-VvrXTMy5Y2IqmSaUjfnhvBHR) +- [Understanding Quantum Information and Computation - Qiskit](https://www.youtube.com/playlist?list=PLOFEBzvs-VvqKKMXX4vbi4EB1uaErFMSO) +- [Lectures in Quantum Computation and Quantum Information (IIT Madras)](https://www.youtube.com/playlist?list=PLqLyTdPNhQZwfLoL4QMeI6scnyH1c__tE) - [Quantum Information and Computing by Prof. D.K. Ghosh](https://www.youtube.com/playlist?list=PLq-Gm0yRYwThGmlypvSFQ-kT2rPaXKAZ5) - [Quantum Computing by Prof. Debabrata Goswami](https://www.youtube.com/playlist?list=PLq-Gm0yRYwTj7Fs6jyzYa83HErSrpXgPQ) - [The Building Blocks of a Quantum Computer: Part 1 - TU Delft](https://ocw.tudelft.nl/courses/building-blocks-quantum-computer-part-1/) From 135baeba2adb52ce1617b0b56c2d046a18f741a3 Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Thu, 1 Jun 2023 12:17:34 +0530 Subject: [PATCH 48/63] Stats courses --- README.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 33150f3..5dbc996 100755 --- a/README.md +++ b/README.md @@ -565,6 +565,7 @@ Table of Contents - **Probability & Statistics** - [Statistics - CrashCourse](https://www.youtube.com/playlist?list=PL8dPuuaLjXtNM_Y-bUAhblSAdWRnmBUcr) - [6.041 Probabilistic Systems Analysis and Applied Probability - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-041sc-probabilistic-systems-analysis-and-applied-probability-fall-2013/) + - [MIT RES.6-012 Introduction to Probability, Spring 2018 - MIT](https://www.youtube.com/playlist?list=PLUl4u3cNGP60hI9ATjSFgLZpbNJ7myAg6) - [Statistics 110 - Probability - Harvard University](https://www.youtube.com/playlist?list=PL2SOU6wwxB0uwwH80KTQ6ht66KWxbzTIo) - [STAT 2.1x: Descriptive Statistics | UC Berkeley](https://www.youtube.com/playlist?list=PL_Ig1a5kxu56TfFnGlRlH2YpOBWGiYsQD) - [STAT 2.2x: Probability | UC Berkeley](https://www.youtube.com/playlist?list=PL_Ig1a5kxu57qPZnHm-ie-D7vs9g7U-Cl) @@ -577,8 +578,10 @@ Table of Contents - [Sets, Counting and Probability - Harvard](http://matterhorn.dce.harvard.edu/engage/ui/index.html#/1999/01/82347) - [Opinionated Lessons in Statistics](http://www.opinionatedlessons.org/) ([Youtube](https://www.youtube.com/playlist?list=PLUAHeOPjkJseXJKbuk9-hlOfZU9Wd6pS0)) - [Statistics - Brandon Foltz](https://www.youtube.com/user/BCFoltz/playlists) - - [Statistical Rethinking: A Bayesian Course Using R and Stan](https://github.com/rmcelreath/statrethinking_winter2019) ([Lectures - Aalto University](https://aalto.cloud.panopto.eu/Panopto/Pages/Sessions/List.aspx#folderID=%22f0ec3a25-9e23-4935-873b-a9f401646812%22)) ([Book](http://www.stat.columbia.edu/~gelman/book/)) + - [Statistical Rethinking: A Bayesian Course Using R and Stan](https://github.com/rmcelreath/statrethinking_winter2019) ([Lectures](https://www.youtube.com/playlist?list=PLDcUM9US4XdPz-KxHM4XHt7uUVGWWVSus)) ([Book](http://www.stat.columbia.edu/~gelman/book/)) - [02402 Introduction to Statistics E12 - Technical University of Denmark](https://www.youtube.com/playlist?list=PLMn2aW3wpAtPC8tZHQy6nwWsFG7P6sPqw) ([F17](https://www.youtube.com/playlist?list=PLgowegO9Se58_BnUNnaARajEE_bX-GJEz)) + - [Engineering Probability (ECSE-2500) - RPI](https://www.youtube.com/playlist?list=PLuh62Q4Sv7BU1dN2G6ncyiMbML7OXh_Jx) + - [Purdue ECE302 Introduction to Probability for Data Science](https://www.youtube.com/playlist?list=PL4FSfq6xtSvyqsbgrYDeyV0WWXlXqwy2M) - **Linear Algebra** - [Mathematical Foundations of Machine Learning (Fall 2021) - University of Chicago - Rebecca Willett](https://willett.psd.uchicago.edu/teaching/mathematical-foundations-of-machine-learning-fall-2021/) - [18.06 - Linear Algebra, Prof. Gilbert Strang, MIT OCW](https://ocw.mit.edu/courses/mathematics/18-06sc-linear-algebra-fall-2011/) From b04d3ce1e4ca1a62afcf181702409656964daf9a Mon Sep 17 00:00:00 2001 From: Rohit Singh Date: Thu, 6 Jul 2023 16:05:05 +0530 Subject: [PATCH 49/63] Added omit-in-toc, and Grammar Corrected (#298) Added Omit in TOC comments in readme for contributors, Grammar Corrected, and Few Courses Added. Also Many Issues solved --- CONTRIBUTING.md | 6 +++--- NOTES.md | 18 +++++++++--------- README.md | 26 +++++++++++++------------- 3 files changed, 25 insertions(+), 25 deletions(-) diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 8f38213..1480053 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -1,5 +1,5 @@ # Contribution Guidelines -- Recently quality of MOOCs has diminished, therefore only MOOCs with comprehensive lecture material which cover a subject/topic in ample detail will be added. For example, MOOC on Computer Networks or Machine Learning with 4-5 hours may not be able to cover all topics in sufficient detail and thus should be avoided. -- One philosophy used in this list while integrating MOOCs is that link should directly point to videos for viewing/downloading than registration and waiting for the next session. If videos are directly accessible through the platform/youtube or any other source, please use the direct source. This is list of video courses, not a list of MOOCs. -- Courses within a section are roughly sorted in terms of level i.e. undergraduate courses followed by upper level undergraduate, followed by graduate courses. As courses are from multiple Universities, sorting is not perfect and only an approximation. For example, while adding a new undergraduate course on Algorithms, please feel free to add it along with other Algorithms courses than after graduate courses. +- Recently the quality of MOOCs has diminished, therefore only MOOCs with comprehensive lecture material which cover a subject/topic in ample detail will be added. For example, MOOC on Computer Networks or Machine Learning with 4-5 hours may not be able to cover all topics in sufficient detail and thus should be avoided. +- One philosophy used in this list while integrating MOOCs is that links should directly point to videos for viewing/downloading than registration and waiting for the next session. If videos are directly accessible through the platform/youtube or any other source, please use the direct source. This is a list of video courses, not a list of MOOCs. +- Courses within a section are roughly sorted in terms of level i.e. undergraduate courses followed by upper-level undergraduate, followed by graduate courses. As courses are from multiple Universities, sorting is not perfect and only an approximation. For example, while adding a new undergraduate course on Algorithms, please feel free to add it along with other Algorithms courses than after graduate courses. diff --git a/NOTES.md b/NOTES.md index 92b03b9..750620b 100644 --- a/NOTES.md +++ b/NOTES.md @@ -1,12 +1,12 @@ # Notes -- Intent of this list is to act as Online bookmarks/lookup table for freely available online video courses. Focus would be to keep the list concise so that it is easy to browse. It would be easier to skim through 15 page list, find the course and start learning than having to read 60 pages of text. If you are student or from non-CS background, please try few courses to decide for yourself as to which course suits your learning curve best. -- 90% courses on Data Structures/Algorithms/Operating Systems/Machine Learning/Computer Networks/etc tend to have 80-90% overlap in curriculum. Descriptions for courses are helpful but adding descriptions/comments for each course can lead to repetition/subjective opinions. As a tradeoff, metadata like course number, name, prof, year, University/platform for Course is added in the URL itself. To access syllabus/notes/assignments, please visit link to the course or use Google search with course number/name. If a course has excellent notes/assignments/projects which cannot be reached through video's link, please feel free to add links alongside. -- If available, please add following information to the link - <Course-Number> <Course-Name> <Year> <Prof Name> <University Name/Platform>. +- Intent of this list is to act as Online bookmarks/lookup table for freely available online video courses. The focus would be to keep the list concise so that it is easy to browse. It would be easier to skim through a 15-page list, find the course and start learning than having to read 60 pages of t<ext. If you are a student or from non-CS background, please try a few courses to decide for yourself which course suits your learning curve best. +- 90% of courses on Data Structures/Algorithms/Operating Systems/Machine Learning/Computer Networks/etc tend to have 80-90% overlap in the curriculum. Descriptions for courses are helpful but adding descriptions/comments for each course can lead to repetition/subjective opinions. As a tradeoff, metadata like course number, name, prof, year, University/platform for Course is added in the URL itself. To access the syllabus/notes/assignments, please visit the link to the course or use Google search with the course number/name. If a course has excellent notes/assignments/projects which cannot be reached through the video's link, please feel free to add links alongside. +- If available, please add the following information to the link - ` `. - If you are bored reading above 10 lines, imagine reading descriptions for hundreds of courses :) -- If You need assistance in deciding order in which courses should be taken, please refer to sample Course prerequisite charts by Universities to familiarize yourself with standard CS curriculum. If you need to know prerequisites for a particular course not covered by below samples, please check the course link or try Google. - - [MIT Curriculum Guide](https://ocw.mit.edu/courses/mit-curriculum-guide/) - - [MIT New (Fall 2016) Degree Requirements](https://www.eecs.mit.edu/curriculum2016) - - [Stanford Current CS Program Sheets](http://csmajor.stanford.edu/ProgramSheets.shtml) - - [UMN Computer Science Course Prerequisite Chart](https://www.cs.umn.edu/sites/cs.umn.edu/files/cseprerequisite_chart.pdf) -- Disclaimer: The links have been taken from public domain websites like Open courseware sites, class-central, , YouTube channels for Universities, University pages, Google, itunes U, blog posts and similar sites like awesome-courses etc. If you are University Professor for any course listed below and would like Your course to be removed from the list, please raise an issue with course details. +- If you need assistance in deciding the order in which courses should be taken, please refer to sample Course prerequisite charts by Universities to familiarize yourself with the standard CS curriculum. If you need to know the prerequisites for a particular course not covered by the below samples, please check the course link or try Google. + - [MIT EECS Curriculum](https://www.eecs.mit.edu/academics/undergraduate-programs/curriculum/) + - [Stanford Program Sheets](https://cs.stanford.edu/degrees/ug/ProgramSheets.shtml) + - [Stanford Course and Requirement Overview](https://cs.stanford.edu/degrees/ug/Requirements.shtml) + - [UMN Computer Science Course Prerequisite Chart](https://onestop.umn.edu/registration/register-classes/course-prerequisites) +- Disclaimer: The links have been taken from public domain websites like Open courseware sites, class-central, YouTube channels for Universities, University pages, Google, itunes U, blog posts, and similar sites like awesome-courses, etc. If you are University Professor for any course listed below and would like Your course to be removed from the list, please raise an issue with course details. diff --git a/README.md b/README.md index 5dbc996..9ca4637 100755 --- a/README.md +++ b/README.md @@ -1,11 +1,13 @@ + # Computer Science courses with video lectures + ## Introduction - Please check [NOTES](https://github.com/Developer-Y/cs-video-courses/blob/master/NOTES.md) for general information about this list. - Please refer [CONTRIBUTING.md](https://github.com/Developer-Y/cs-video-courses/blob/master/CONTRIBUTING.md) for contribution guidelines. -- Please feel free to raise any genuine issue you may have, however it has been noticed that few people open empty issues to raise their github contribution on their account. Such spammers will be blocked. -- You are welcome to contribute, please create PR for actual college/University level courses. Please do not add links for small MOOCs, basic tutorials or advertisement for some sites/channels. +- Please feel free to raise any genuine issue you may have, however, it has been noticed that few people open empty issues to raise their GitHub contribution on their account. Such spammers will be blocked. +- You are welcome to contribute, please create PR for actual college/University level courses. Please do not add links for small MOOCs, basic tutorials, or advertisements for some sites/channels. ------------------------------ @@ -20,9 +22,9 @@ Table of Contents - [Software Engineering](#software-engineering) - [Artificial Intelligence](#artificial-intelligence) - [Machine Learning](#machine-learning) -- [Web Programming and Internet Technologies](#web-programming-and-internet-technologies) - [Computer Networks](#computer-networks) - [Math for Computer Scientist](#math-for-computer-scientist) +- [Web Programming and Internet Technologies](#web-programming-and-internet-technologies) - [Theoretical CS and Programming Languages](#theoretical-cs-and-programming-languages) - [Embedded Systems](#embedded-systems) - [Real time system evaluation](#real-time-system-evaluation) @@ -38,6 +40,7 @@ Table of Contents - [Blockchain Development](#blockchain-development) - [Misc](#misc) + ## Courses ------------------------------ @@ -434,6 +437,7 @@ Table of Contents - [CIS 522 - Deep Learning - U Penn](https://www.youtube.com/@cis522-deeplearning8/playlists) - [UVA DEEP LEARNING COURSE](http://uvadlc.github.io/#lecture) - [Deep Learning (Fall 2020) - Georgia Tech](https://www.youtube.com/playlist?list=PL-fZD610i7yB7gDnPDpFcKpHI9X8z3OQ7) + - [CS7015 - Deep Learning - Prof. Mitesh M. Khapra - IIT Madras](https://www.youtube.com/playlist?list=PLyqSpQzTE6M9gCgajvQbc68Hk_JKGBAYT) - **Reinforcement Learning** - [CS234: Reinforcement Learning - Winter 2019 - Stanford University](https://www.youtube.com/playlist?list=PLoROMvodv4rOSOPzutgyCTapiGlY2Nd8u) - [Introduction to reinforcement learning - UCL](https://www.youtube.com/playlist?list=PLqYmG7hTraZDM-OYHWgPebj2MfCFzFObQ) @@ -458,7 +462,7 @@ Table of Contents - [18.409 Algorithmic Aspects of Machine Learning Spring 2015 - MIT](https://www.youtube.com/playlist?list=PLB3sDpSRdrOvI1hYXNsa6Lety7K8FhPpx) - [CS 330 - Deep Multi-Task and Meta Learning - Fall 2019 - Stanford University](https://cs330.stanford.edu/) ([Youtube](https://www.youtube.com/playlist?list=PLoROMvodv4rMC6zfYmnD7UG3LVvwaITY5)) - **Natural Language Processing** - - [CS 224N - Deep Learning for Natural Language Processing, Stanford University](http://web.stanford.edu/class/cs224n/) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ)) + - [CS 224N -Natural Language Processing with Deep Learning - Stanford University](http://web.stanford.edu/class/cs224n/) ([Lectures - Winter 2019](https://youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z)) ([Lectures - Winter 2021](https://youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ)) - [CS 224N - Natural Language Processing, Stanford University](https://web.stanford.edu/~jurafsky/NLPCourseraSlides.html) ([Lecture videos](https://academictorrents.com/details/d2c8f8f1651740520b7dfab23438d89bc8c0c0ab)) - [CS 124 - From Languages to Information - Stanford University](https://www.youtube.com/channel/UC_48v322owNVtORXuMeRmpA/playlists?view=50&sort=dd&shelf_id=2) - [fast.ai Code-First Intro to Natural Language Processing](https://www.youtube.com/playlist?list=PLtmWHNX-gukKocXQOkQjuVxglSDYWsSh9) ([Github](https://github.com/fastai/course-nlp)) @@ -519,7 +523,7 @@ Table of Contents ### Computer Networks -- [14-740 - Fundamentals of Computer Networks - CMU](http://www.ini740.com/) +- [14-740 - Fundamentals of Computer Networks - CMU](https://www.andrew.cmu.edu/course/14-740-s18/index/lecture_index.html) - [CS 144 Introduction to Computer Networking - Stanford University, Fall 2013](http://www.scs.stanford.edu/10au-cs144/) ([Lecture videos](https://www.youtube.com/playlist?list=PLvFG2xYBrYAQCyz4Wx3NPoYJOFjvU7g2Z)) - [Computer Communication Networks, Rensselaer Polytechnic Institute - Fall 2001](https://www.ecse.rpi.edu/Homepages/koushik/shivkuma-teaching/video_index.html) ([Videos](https://www.ecse.rpi.edu/Homepages/koushik/shivkuma-teaching/video_index.html#ccn_video)) ([Slides](https://www.ecse.rpi.edu/Homepages/koushik/shivkuma-teaching/video_index.html#ccn_foils)) - [Audio/Video Recordings and Podcasts of Professor Raj Jain's Lectures - Washington University in St. Louis](http://www.cse.wustl.edu/~jain/videos.htm) ([YouTube](https://www.youtube.com/user/ProfRajJain/playlists)) @@ -559,7 +563,7 @@ Table of Contents - [Computer Science 70, 001 - Spring 2015](https://www.youtube.com/playlist?list=-XXv-cvA_iD8wQm8U0gG_Z1uHjImKXFy) - [CSE 547 Discrete Mathematics, Prof Skiena, University of Stony Brook](http://www3.cs.stonybrook.edu/~algorith/math-video/) - [Discrete Structures (Summer 2011) - Rutgers, The State University of New Jersey](https://itunes.apple.com/us/course/discrete-structures-summer/id698728837) - - [Discrete Mathematics and Mathematical Reasoning 2015/16 - University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/dmmr.htm) + - [Discrete Mathematics and Mathematical Reasoning 2015/16 - University of Edinburgh](https://www.inf.ed.ac.uk/teaching/courses/dmmr/) - [Discrete Mathematical Structures - IIT Madras](https://nptel.ac.in/courses/106106094/) - [Discrete Structures - Pepperdine University](https://itunes.apple.com/us/course/discrete-structures/id546468789) - **Probability & Statistics** @@ -602,6 +606,7 @@ Table of Contents - [Statistical Computing for Scientists and Engineers - Notre Dame](https://www.youtube.com/playlist?list=PLd-PuDzW85AeltIRcjDY7Z4q49NEAuMcA) - [Statistical Computing, Fall 2017 - Notre Dame](https://www.youtube.com/playlist?list=PLd-PuDzW85AcSgNGnT5TUHt85SrCljT3V) - [Mathematics for Machine Learning, Lectures by Ulrike von Luxburg - Tübingen Machine Learning](https://www.youtube.com/playlist?list=PL05umP7R6ij1a6KdEy8PVE9zoCv6SlHRS) +- [Essential Mathematics for Machine Learningv- July 2018 - IIT Roorkee - YouTube Lectures](https://www.youtube.com/playlist?list=PLLy_2iUCG87D1CXFxE-SxCFZUiJzQ3IvE) - [Numerics of Machine Learning (Winter 2022/23) - Tübingen Machine Learning](https://www.youtube.com/playlist?list=PL05umP7R6ij2lwDdj7IkuHoP9vHlEcH0s) ------------------------------ @@ -682,18 +687,15 @@ Table of Contents - [EE319K Embedded Systems - UT Austin](http://users.ece.utexas.edu/~valvano/Volume1/E-Book/VideoLinks.htm) - [EE445L Embedded Systems Design Lab, Fall 2015, UTexas](https://www.youtube.com/playlist?list=PLyg2vmIzGxXGBxFu8nvX3KBadSdsNAvbA) -- [CS149 Embedded Systems - Fall 2014 - UCBerkeley](https://www.youtube.com/playlist?list=PL-XXv-cvA_iDq3FCoYLeUL-X-NUlT405n) +- [CS149 Introduction to Embedded Systems - Spring 2011 - UCBerkeley](https://youtube.com/playlist?list=PLu0nzW8Es1x0RIvuWdw1Diez2Clk8xAX5) - [ECE 4760 Designing with Microcontrollers Fall 2016, Cornell University](http://people.ece.cornell.edu/land/courses/ece4760/) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLKcjQ_UFkrd4I5WOIxHEYZ7iY04lj15Ez)) - [ECE 5760 - Advanced Microcontroller Design and system-on-chip, Spring 2016 - Cornell University](http://people.ece.cornell.edu/land/courses/ece5760/) -- [CSE 438/598 Embedded Systems Programming ASU](http://rts.lab.asu.edu/web_438_Fall_2014/CSE438_Fall2014_Main_page.htm) -- [Summer Short Course on Embedded Systems Programming](http://rts.lab.asu.edu/web_ESP_Summer2014/ESP_Main_page.htm) - [Internet of Things by Prof. Dr.-Ing. Dietmar P. F. Möller](https://video.tu-clausthal.de/vorlesung/408.html) - [CSE 351 - The Hardware/Software Interface, Spring 16 - University of Washington](https://courses.cs.washington.edu/courses/cse351/16sp/videos.html) ([Coursera](http://academictorrents.com/details/f1384286c8581bffba11e378fdb37608e649d82a)) - [ECE 5030 - Electronic Bioinstrumentation, Spring 2014 - Cornell University](http://people.ece.cornell.edu/land/courses/ece5030/) - [ECE/CS 5780/6780 - Embedded Systems Design, Spring 14 - University of Utah](https://www.youtube.com/playlist?list=PLQefpK95HyFmao3zi-WDOMkeSev-Je5dE) - [Embedded Systems Class - Version 1 - 2011 - UNCC](https://www.youtube.com/playlist?list=PLE4462C1C306E2EB2) - [Embedded Systems using the Renesas RX63N Processor - Version 3 - UNCC](https://www.youtube.com/playlist?list=PLPIqCiMhcdO5gxLJWt_hY5CPMzqg75IU5) -- [ELEC2142 - Embedded Systems Design - UNSW](http://eemedia.ee.unsw.edu.au/ELEC2142/index.htm) - [Software Engineering for Embedded Systems (WS 2011/12) - HPI University of Potsdam](https://www.tele-task.de/series/864/) - [Embedded Software Testing - IIT Madras](https://nptel.ac.in/courses/117106112/) - [Embedded Systems - IIT Delhi](https://nptel.ac.in/courses/108102045/) @@ -703,7 +705,6 @@ Table of Contents - [EE260 Embedded Systems by Robert Paz](https://www.youtube.com/playlist?list=PLnvE9iJk1wvib_pdUPdQGYZrkrmg9mf__) - [IoT Summer School](https://www.youtube.com/playlist?list=PLHih6DnKQaoYQ5PIT3Tp-UrqUguDYWYQu) - [ECSE 421 - Embedded Systems - McGill](http://www.cim.mcgill.ca/~jer/courses/es/) -- [EE402 - Object-oriented Programming with Embedded Systems](http://ee402.eeng.dcu.ie/lecture-videos) - [NOC:Advanced IOT Applications - IISc Bangalore](https://nptel.ac.in/courses/108/108/108108123/) - [NOC:Design for internet of things - IISc Bangalore](https://nptel.ac.in/courses/108/108/108108098/) @@ -828,7 +829,6 @@ Table of Contents ### Image Processing and Computer Vision - [MOOC - Digital Image processing - Duke/Coursera](https://www.youtube.com/playlist?list=PLZ9qNFMHZ-A79y1StvUUqgyL-O0fZh2rs) -- [Computer Vision 2011 - EPFL, Switzerland](http://www.klewel.com/conferences/epfl-computer-vision/) - [Digital Image Processing - IIT Kharagpur](https://nptel.ac.in/courses/117105079/) - [Image Processing and Analysis - UC Davis](https://www.youtube.com/playlist?list=PLA64AFAE28B8DD0FD) - [CS 543 - Computer Vision – Spring 2017](https://courses.engr.illinois.edu/cs543/sp2017/) ([Recordings](https://echo360.org/section/283b0471-3d9f-4efb-9c51-bc00e778735e/home)) @@ -1006,7 +1006,7 @@ Pricing Theory I / Applied Probability for Mathematical Finance - University of - [Blockchain, Solidity, and Full Stack Web3 Development with JavaScript](https://youtu.be/gyMwXuJrbJQ) - [Blockchain Fundamentals Decal 2018 - Berkeley DeCal](https://www.youtube.com/playlist?list=PLSONl1AVlZNU0QTGpbgEQXKHcmgYz-ddT) - [Blockchain for Developers Decal - Spring 2018 - Berkeley DeCal](https://www.youtube.com/playlist?list=PLSONl1AVlZNUzp71_H1kb87PvIh8kIZU9) - - [Cryptocurrency Engineering and Design - Spring 2018 - MIT](https://ocw.mit.edu/courses/media-arts-and-sciences/mas-s62-cryptocurrency-engineering-and-design-spring-2018/lecture-videos/) + - [Cryptocurrency Engineering and Design - Spring 2018 - MIT](https://ocw.mit.edu/courses/mas-s62-cryptocurrency-engineering-and-design-spring-2018/video_galleries/lecture-videos/) - [15.S12 Blockchain and Money, Fall 2018 - MIT](https://www.youtube.com/playlist?list=PLUl4u3cNGP63UUkfL0onkxF6MYgVa04Fn) - [Blockchain - Foundations and Use Cases](https://www.coursera.org/learn/blockchain-foundations-and-use-cases/home/welcome) - **Become Blockchain Developer** From 059b15e0ce9f25350a122b420405f770cc99f938 Mon Sep 17 00:00:00 2001 From: Nishank Patil <71635352+Nishank-25@users.noreply.github.com> Date: Thu, 6 Jul 2023 16:07:07 +0530 Subject: [PATCH 50/63] Add Compiler Design Course (#287) --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 9ca4637..682cd03 100755 --- a/README.md +++ b/README.md @@ -680,6 +680,7 @@ Table of Contents - [Analysis of Boolean Functions at CMU](https://www.youtube.com/playlist?list=PLm3J0oaFux3YypJNaF6sRAf2zC1QzMuTA) - [Theoretical Computer Science (Bridging Course)(Tutorial) - SS 2015](http://ais.informatik.uni-freiburg.de/teaching/ss15/bridging/) - [Languages & Translators - UCLouvain LINFO2132](https://norswap.com/compilers/) +- [Compiler Design by Sorav Bansal](https://www.youtube.com/playlist?list=PLf3ZkSCyj1tf3rPAkOKY5hUzDrDoekAc7) ------------------------------ From 7b98e19225a92319c8ec86de3ad1dcdc07e40123 Mon Sep 17 00:00:00 2001 From: KrulYuno Date: Thu, 6 Jul 2023 19:37:44 +0900 Subject: [PATCH 51/63] Fix broken link for [Introduction to Machine Learning for Coders] in Machine Problem (#289) https://course.fast.ai/ml.html no longer works and takes you to a broken github page. https://course18.fast.ai/ml is the new link --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 682cd03..6d288b8 100755 --- a/README.md +++ b/README.md @@ -295,7 +295,7 @@ Table of Contents - **Introduction to Machine Learning** - [MOOC Machine Learning Andrew Ng - Coursera/Stanford](https://www.youtube.com/playlist?list=PLLssT5z_DsK-h9vYZkQkYNWcItqhlRJLN) ([Notes](http://www.holehouse.org/mlclass/)) - - [Introduction to Machine Learning for Coders](https://course.fast.ai/ml.html) + - [Introduction to Machine Learning for Coders](https://course18.fast.ai/ml) - [MOOC - Statistical Learning, Stanford University](http://www.dataschool.io/15-hours-of-expert-machine-learning-videos/) - [Foundations of Machine Learning Boot Camp, Berkeley Simons Institute](https://www.youtube.com/playlist?list=PLgKuh-lKre11GbZWneln-VZDLHyejO7YD) - [CS155 - Machine Learning & Data Mining, 2017 - Caltech](https://www.youtube.com/playlist?list=PLuz4CTPOUNi6BfMrltePqMAHdl5W33-bC) ([Notes](http://www.yisongyue.com/courses/cs155/2017_winter/)) ([2016](https://www.youtube.com/playlist?list=PL5HdMttxBY0BVTP9y7qQtzTgmcjQ3P0mb)) From 203e4b28674985e52cc5dbcf4c3c63f31a20f634 Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Thu, 6 Jul 2023 16:20:19 +0530 Subject: [PATCH 52/63] Remove missing links --- README.md | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index 6d288b8..62a7405 100755 --- a/README.md +++ b/README.md @@ -112,7 +112,6 @@ Table of Contents - [Programming and Data structures (PDS) - IIT Madras](https://nptel.ac.in/courses/106106130/) - [COP 5536 Advanced Data Structures, Prof Sahni - UFL](http://www.cise.ufl.edu/~sahni/cop5536/index.html) ([Videos](http://www.cise.ufl.edu/academics/courses/preview/cop5536sahni/)) - [CS 261 - A Second Course in Algorithms, Stanford University](http://theory.stanford.edu/~tim/w16/w16.html) ([Youtube](https://www.youtube.com/playlist?list=PLEGCF-WLh2RJh2yDxlJJjnKswWdoO8gAc)) -- [Informatics 2B - Algorithms, Data Structures and Learning- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2013/inf2b-adsl.htm) - [CS 224 - Advanced Algorithms, Harvard University](http://people.seas.harvard.edu/~minilek/cs224/fall14/index.html) ([Lecture Videos](http://people.seas.harvard.edu/~minilek/cs224/fall14/lec.html)) ([Youtube](https://www.youtube.com/playlist?list=PL2SOU6wwxB0uP4rJgf5ayhHWgw7akUWSf)) - [CS 6150 - Advanced Algorithms (Fall 2016), University of Utah](https://www.youtube.com/playlist?list=PLbuogVdPnkCp8X9FHOglnLqFjyvqGLftx) - [CS 6150 - Advanced Algorithms (Fall 2017), University of Utah](https://www.youtube.com/playlist?list=PLbuogVdPnkCqS9Z419eky9m6gJP7zfhO9) @@ -155,6 +154,7 @@ Table of Contents - [Introduction to Operating Systems - IIT Madras](https://nptel.ac.in/courses/106106144/) - [CS194 Advanced Operating Systems Structures and Implementation, Spring 2013 InfoCoBuild, UC Berkeley](http://www.infocobuild.com/education/audio-video-courses/computer-science/cs194-spring2013-berkeley.html) - [CSE 60641 - Graduate Operating Systems, Fall 08](https://www.youtube.com/view_play_list?p=22B10D854588E20C) + - [Advanced Programming in the UNIX Environment](https://stevens.netmeister.org/631/) - **Distributed Systems** - [CS 677 - Distributed Operating Systems, Spring 16 - Umass OS](https://www.youtube.com/playlist?list=PLacuG5pysFbC68w0PW3huMHDDRNsDCTjp) - [CS 436 - Distributed Computer Systems - U Waterloo](https://www.youtube.com/playlist?list=PLawkBQ15NDEkDJ5IyLIJUTZ1rRM9YQq6N) @@ -294,7 +294,6 @@ Table of Contents ### Machine Learning - **Introduction to Machine Learning** - - [MOOC Machine Learning Andrew Ng - Coursera/Stanford](https://www.youtube.com/playlist?list=PLLssT5z_DsK-h9vYZkQkYNWcItqhlRJLN) ([Notes](http://www.holehouse.org/mlclass/)) - [Introduction to Machine Learning for Coders](https://course18.fast.ai/ml) - [MOOC - Statistical Learning, Stanford University](http://www.dataschool.io/15-hours-of-expert-machine-learning-videos/) - [Foundations of Machine Learning Boot Camp, Berkeley Simons Institute](https://www.youtube.com/playlist?list=PLgKuh-lKre11GbZWneln-VZDLHyejO7YD) @@ -309,7 +308,7 @@ Table of Contents - [Stanford CS229: Machine Learning Course | Summer 2019 (Anand Avati)](https://www.youtube.com/playlist?list=PLoROMvodv4rNH7qL6-efu_q2_bPuy0adh) - [CMS 165 Foundations of Machine Learning and Statistical Inference - 2020 - Caltech](https://www.youtube.com/playlist?list=PLVNifWxslHCDlbyitaLLYBOAEPbmF1AHg) - [Microsoft Research - Machine Learning Course](https://www.youtube.com/playlist?list=PL34iyE0uXtxo7vPXGFkmm6KbgZQwjf9Kf) - - [CS 446 - Machine Learning, Spring 2019, UIUC](https://courses.engr.illinois.edu/cs446/sp2019/AGS/_site/) ([Fall 2016 Lectures](https://www.youtube.com/playlist?list=PLQcasX5-oG91TgY6A_gz-IW7YSpwdnD2O)) + - [CS 446 - Machine Learning, Fall 2016, UIUC](https://www.youtube.com/playlist?list=PLQcasX5-oG91TgY6A_gz-IW7YSpwdnD2O) - [undergraduate machine learning at UBC 2012, Nando de Freitas](https://www.youtube.com/playlist?list=PLE6Wd9FR--Ecf_5nCbnSQMHqORpiChfJf) - [CS 229 - Machine Learning - Stanford University](https://see.stanford.edu/Course/CS229) ([Autumn 2018](https://www.youtube.com/playlist?list=PLoROMvodv4rMiGQp3WXShtMGgzqpfVfbU)) - [CS 189/289A Introduction to Machine Learning, Prof Jonathan Shewchuk - UCBerkeley](https://people.eecs.berkeley.edu/~jrs/189/) @@ -523,7 +522,6 @@ Table of Contents ### Computer Networks -- [14-740 - Fundamentals of Computer Networks - CMU](https://www.andrew.cmu.edu/course/14-740-s18/index/lecture_index.html) - [CS 144 Introduction to Computer Networking - Stanford University, Fall 2013](http://www.scs.stanford.edu/10au-cs144/) ([Lecture videos](https://www.youtube.com/playlist?list=PLvFG2xYBrYAQCyz4Wx3NPoYJOFjvU7g2Z)) - [Computer Communication Networks, Rensselaer Polytechnic Institute - Fall 2001](https://www.ecse.rpi.edu/Homepages/koushik/shivkuma-teaching/video_index.html) ([Videos](https://www.ecse.rpi.edu/Homepages/koushik/shivkuma-teaching/video_index.html#ccn_video)) ([Slides](https://www.ecse.rpi.edu/Homepages/koushik/shivkuma-teaching/video_index.html#ccn_foils)) - [Audio/Video Recordings and Podcasts of Professor Raj Jain's Lectures - Washington University in St. Louis](http://www.cse.wustl.edu/~jain/videos.htm) ([YouTube](https://www.youtube.com/user/ProfRajJain/playlists)) From 67cb6ea14e3b39e5f9c05db5467639be92233050 Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Mon, 10 Jul 2023 00:11:30 +0530 Subject: [PATCH 53/63] Multiple new courses. --- README.md | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/README.md b/README.md index 62a7405..42836f2 100755 --- a/README.md +++ b/README.md @@ -50,6 +50,7 @@ Table of Contents - [CS 10 - The Beauty and Joy of Computing - Spring 2015 - Dan Garcia - UC Berkeley InfoCoBuild](http://www.infocobuild.com/education/audio-video-courses/computer-science/cs10-spring2015-berkeley.html) - [6.0001 - Introduction to Computer Science and Programming in Python - MIT OCW](https://ocw.mit.edu/courses/6-0001-introduction-to-computer-science-and-programming-in-python-fall-2016/video_galleries/lecture-videos/) - [6.001 - Structure and Interpretation of Computer Programs, MIT](https://ocw.mit.edu/courses/6-001-structure-and-interpretation-of-computer-programs-spring-2005/video_galleries/video-lectures/) +- [Introduction to Computational Thinking - MIT](https://computationalthinking.mit.edu/Fall22/) - [CS 50 - Introduction to Computer Science, Harvard University](https://online-learning.harvard.edu/course/cs50-introduction-computer-science) ([cs50.tv](http://cs50.tv/2017/fall/)) - [CS 61A - Structure and Interpretation of Computer Programs [Python], UC Berkeley](https://cs61a.org/) - [CPSC 110 - Systematic Program Design [Racket], University of British Columbia](https://www.youtube.com/channel/UC7dEjIUwSxSNcW4PqNRQW8w/playlists?view=1&flow=grid&sort=da) @@ -81,6 +82,7 @@ Table of Contents - [ECS 36C - Data Structures and Algorithms (C++) - Spring 2020 - Joël Porquet-Lupine - UC Davis](https://lupteach.gitlab.io/courses/ucd-ecs36c/online/) - [Programming and Data Structures with Python, 2021-2022, Sem I - by Prof. Madhavan Mukund, CMI](https://www.cmi.ac.in/~madhavan/courses/python2021sep/) - [6.006 - Introduction to Algorithms, MIT OCW](https://ocw.mit.edu/courses/6-006-introduction-to-algorithms-spring-2020/video_galleries/lecture-videos/) +- [MIT 6.006 Introduction to Algorithms, Spring 2020](https://www.youtube.com/playlist?list=PLUl4u3cNGP63EdVPNLG3ToM6LaEUuStEY) - [Algorithms: Design and Analysis 1 - Stanford University](https://www.youtube.com/playlist?list=PLXFMmlk03Dt7Q0xr1PIAriY5623cKiH7V) - [Algorithms: Design and Analysis 2 - Stanford University](https://www.youtube.com/playlist?list=PLXFMmlk03Dt5EMI2s2WQBsLsZl7A5HEK6) - [COS 226 Algorithms, Youtube, Princeton - by Robert Sedgewick and Kevin Wayne](https://www.youtube.com/watch?v=1QZDe28peZk&list=PLRdD1c6QbAqJn0606RlOR6T3yUqFWKwmX&index=1) @@ -128,6 +130,9 @@ Table of Contents - [Parallel Algorithm - IIT Kanpur](https://nptel.ac.in/courses/106104120/) - [Graph Theory - IISC Bangalore](https://nptel.ac.in/courses/106108054/) - [Data Structures - mycodeschool](https://www.youtube.com/watch?v=92S4zgXN17o&list=PL2_aWCzGMAwI3W_JlcBbtYTwiQSsOTa6P) +- [Algorithmic Game Theory, Winter 2020/21 - Uni Bonn](https://www.youtube.com/playlist?list=PLyzcvvgje7aD_DjpmhFzQ9DVS8zzhrgp6) +- [NETS 4120: Algorithmic Game Theory, Spring 2023 - UPenn](https://www.youtube.com/playlist?list=PLlIlhe_rS4U1MfB0NzG4IWb7CM0xKkx4d) +- [Introduction to Game Theory and Mechanism Design - IIT Kanpur](https://www.youtube.com/playlist?list=PL3eEm6KzZ3lF2TlVOnPyJHyGWJhUogn-D) ------------------------------ @@ -362,6 +367,7 @@ Table of Contents - [10-702/36-702 - Statistical Machine Learning - Larry Wasserman, Spring 2016, CMU](https://www.stat.cmu.edu/~ryantibs/statml/) ([Spring 2015](https://www.youtube.com/playlist?list=PLjbUi5mgii6BWEUZf7He6nowWvGne_Y8r)) - [10-715 Advanced Introduction to Machine Learning - CMU](http://www.cs.cmu.edu/~bapoczos/Classes/ML10715_2015Fall/) ([YouTube](https://www.youtube.com/playlist?list=PL4DwY1suLMkcu-wytRDbvBNmx57CdQ2pJ)) - [CS 281B - Scalable Machine Learning, Alex Smola, UC Berkeley](http://alex.smola.org/teaching/berkeley2012/syllabus.html) + - [100 Days of Machine Learning - CampusX (Hindi)](https://www.youtube.com/playlist?list=PLKnIA16_Rmvbr7zKYQuBfsVkjoLcJgxHH) - **Data Mining** - [CSEP 546, Data Mining - Pedro Domingos, Sp 2016 - University of Washington](https://courses.cs.washington.edu/courses/csep546/16sp/) ([YouTube](https://www.youtube.com/playlist?list=PLTPQEx-31JXgtDaC6-3HxWcp7fq4N8YGr)) - [CS 5140/6140 - Data Mining, Spring 2016, University of Utah](https://www.cs.utah.edu/~jeffp/teaching/cs5140.html) ([Youtube](https://www.youtube.com/playlist?list=PLbuogVdPnkCpXfb43Wvc7s5fXWzedwTPB)) @@ -437,6 +443,7 @@ Table of Contents - [UVA DEEP LEARNING COURSE](http://uvadlc.github.io/#lecture) - [Deep Learning (Fall 2020) - Georgia Tech](https://www.youtube.com/playlist?list=PL-fZD610i7yB7gDnPDpFcKpHI9X8z3OQ7) - [CS7015 - Deep Learning - Prof. Mitesh M. Khapra - IIT Madras](https://www.youtube.com/playlist?list=PLyqSpQzTE6M9gCgajvQbc68Hk_JKGBAYT) + - [ETH Zürich | Deep Learning in Scientific Computing 2023](https://www.youtube.com/playlist?list=PLJkYEExhe7rYY5HjpIJbgo-tDZ3bIAqAm) - **Reinforcement Learning** - [CS234: Reinforcement Learning - Winter 2019 - Stanford University](https://www.youtube.com/playlist?list=PLoROMvodv4rOSOPzutgyCTapiGlY2Nd8u) - [Introduction to reinforcement learning - UCL](https://www.youtube.com/playlist?list=PLqYmG7hTraZDM-OYHWgPebj2MfCFzFObQ) @@ -479,6 +486,7 @@ Table of Contents - [Natural Language Processing (CMSC 470)](https://www.youtube.com/playlist?list=PLwrUPjGidcJ4UkSoi7_rmn-1kcedLqgdL) - **ML based Computer Vision** - [CS 231n - Convolutional Neural Networks for Visual Recognition, Stanford University](https://www.youtube.com/playlist?list=PL3FW7Lu3i5JvHM8ljYj-zLfQRF3EO8sYv) + - [CS 198-126: Modern Computer Vision Fall 2022 (UC Berkeley)](https://www.youtube.com/playlist?list=PLzWRmD0Vi2KVsrCqA4VnztE4t71KnTnP5) - [Machine Learning for Robotics and Computer Vision, WS 2013/2014 - TU München](https://vision.in.tum.de/teaching/ws2013/ml_ws13) ([YouTube](https://www.youtube.com/playlist?list=PLTBdjV_4f-EIiongKlS9OKrBEp8QR47Wl)) - [Informatics 1 - Cognitive Science 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/inf1cs.htm) - [Informatics 2A - Processing Formal and Natural Languages 2016-17 - University of Edinburgh](http://www.inf.ed.ac.uk/teaching/courses/inf2a/schedule.html) @@ -927,6 +935,7 @@ Table of Contents - [ROB 101: Computational Linear Algebra - University of Michigan](https://github.com/michiganrobotics/rob101/tree/main/Fall%202021) ([Youtube - Fall 2021](https://www.youtube.com/playlist?list=PLdPQZLMHRjDJ5d_dE4FeOviv0gRe4UYsB)) - [ROB 102: Introduction to AI and Programming - University of Michigan](https://robotics102.github.io/) +- [ROB 311: How to Build Robots and Make Them Move - University of Michigan](https://www.youtube.com/playlist?list=PLdPQZLMHRjDIWDJDjiBKjFe7ETD_rssB9) - [ROB 320: Robot Operating Systems - University of Michigan](https://autorob.org/) - [ROB 501: Mathematics for Robotics - University of Michigan](https://github.com/michiganrobotics/rob501) ([Youtube](https://www.youtube.com/playlist?list=PLdPQZLMHRjDIzO99aE7yAtdOHSVHMXfYH)) - [ROB 530 MOBILE ROBOTICS at U of Michigan - WINTER 2022 -- Instructor: Maani Ghaffari](https://www.youtube.com/playlist?list=PLdMorpQLjeXmbFaVku4JdjmQByHHqTd1F) From 4cf501ab6d96a337f70b0ae568f581924781449b Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Tue, 18 Jul 2023 18:13:17 +0530 Subject: [PATCH 54/63] High-Dimensional Probability --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index 42836f2..a3c0332 100755 --- a/README.md +++ b/README.md @@ -592,6 +592,8 @@ Table of Contents - [02402 Introduction to Statistics E12 - Technical University of Denmark](https://www.youtube.com/playlist?list=PLMn2aW3wpAtPC8tZHQy6nwWsFG7P6sPqw) ([F17](https://www.youtube.com/playlist?list=PLgowegO9Se58_BnUNnaARajEE_bX-GJEz)) - [Engineering Probability (ECSE-2500) - RPI](https://www.youtube.com/playlist?list=PLuh62Q4Sv7BU1dN2G6ncyiMbML7OXh_Jx) - [Purdue ECE302 Introduction to Probability for Data Science](https://www.youtube.com/playlist?list=PL4FSfq6xtSvyqsbgrYDeyV0WWXlXqwy2M) + - [Undergraduate Probability with Professor Roman Vershynin](https://www.math.uci.edu/~rvershyn/teaching/ugp/ugp.html) + - [High-Dimensional Probability](https://www.math.uci.edu/~rvershyn/teaching/hdp/hdp.html) - **Linear Algebra** - [Mathematical Foundations of Machine Learning (Fall 2021) - University of Chicago - Rebecca Willett](https://willett.psd.uchicago.edu/teaching/mathematical-foundations-of-machine-learning-fall-2021/) - [18.06 - Linear Algebra, Prof. Gilbert Strang, MIT OCW](https://ocw.mit.edu/courses/mathematics/18-06sc-linear-algebra-fall-2011/) From 52fa66e0fdcaeb176b19eaf3081e33a36e035b83 Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Wed, 19 Jul 2023 20:47:58 +0530 Subject: [PATCH 55/63] Direct Methods for Sparse Linear Systems --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index a3c0332..b6ffc3d 100755 --- a/README.md +++ b/README.md @@ -608,6 +608,7 @@ Table of Contents - [ENGR108: Introduction to Applied Linear Algebra—Vectors, Matrices, and Least Squares - Stanford University](https://www.youtube.com/playlist?list=PLoROMvodv4rMz-WbFQtNUsUElIh2cPmN9) - [10-600 Math Background for ML - CMU](https://www.youtube.com/playlist?list=PL7y-1rk2cCsA339crwXMWUaBRuLBvPBCg) - [MIT 18.065 Matrix Methods in Data Analysis, Signal Processing, and Machine Learning](https://ocw.mit.edu/courses/mathematics/18-065-matrix-methods-in-data-analysis-signal-processing-and-machine-learning-spring-2018/video-lectures/) +- [Direct Methods for Sparse Linear Systems - Prof Tim Davis - UFL](https://www.youtube.com/playlist?list=PL5EvFKC69QIyRLFuxWRnH6hIw6e1-bBXB) - [36-705 - Intermediate Statistics - Larry Wasserman, CMU](http://www.stat.cmu.edu/~larry/=stat705/) ([YouTube](https://www.youtube.com/playlist?list=PLcW8xNfZoh7eI7KSWneVWq-7wr8ffRtHF)) - [Combinatorics - IISC Bangalore](https://nptel.ac.in/courses/106108051/) - [Advanced Engineering Mathematics - Notre Dame](https://www.youtube.com/playlist?list=PLd-PuDzW85Ae4pzlylMLzq_a-RHPx8ryA) From de657664e98e16db9be86b52f52d8629313023f7 Mon Sep 17 00:00:00 2001 From: Sssumin <81093298+dripdropdr@users.noreply.github.com> Date: Thu, 20 Jul 2023 17:27:12 +0900 Subject: [PATCH 56/63] add video at Computer Network section (#302) --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index b6ffc3d..4a4e9f8 100755 --- a/README.md +++ b/README.md @@ -531,6 +531,7 @@ Table of Contents ### Computer Networks - [CS 144 Introduction to Computer Networking - Stanford University, Fall 2013](http://www.scs.stanford.edu/10au-cs144/) ([Lecture videos](https://www.youtube.com/playlist?list=PLvFG2xYBrYAQCyz4Wx3NPoYJOFjvU7g2Z)) +- [Computer Networking: A Top-Down Approach](https://www.youtube.com/playlist?list=PLm556dMNleHc1MWN5BX9B2XkwkNE2Djiu) - [Computer Communication Networks, Rensselaer Polytechnic Institute - Fall 2001](https://www.ecse.rpi.edu/Homepages/koushik/shivkuma-teaching/video_index.html) ([Videos](https://www.ecse.rpi.edu/Homepages/koushik/shivkuma-teaching/video_index.html#ccn_video)) ([Slides](https://www.ecse.rpi.edu/Homepages/koushik/shivkuma-teaching/video_index.html#ccn_foils)) - [Audio/Video Recordings and Podcasts of Professor Raj Jain's Lectures - Washington University in St. Louis](http://www.cse.wustl.edu/~jain/videos.htm) ([YouTube](https://www.youtube.com/user/ProfRajJain/playlists)) - [Computer Networks, Tanenbaum, Wetherall Computer Networks 5e - Video Lectures](http://media.pearsoncmg.com/ph/streaming/esm/tanenbaum5e_videonotes/tanenbaum_videoNotes.html) From fd259c4df27372f21945de89839fbf04bd83fdcd Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Thu, 27 Jul 2023 13:07:27 +0530 Subject: [PATCH 57/63] Nonlinear Dynamics and Chaos --- README.md | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/README.md b/README.md index 4a4e9f8..e948f84 100755 --- a/README.md +++ b/README.md @@ -595,6 +595,9 @@ Table of Contents - [Purdue ECE302 Introduction to Probability for Data Science](https://www.youtube.com/playlist?list=PL4FSfq6xtSvyqsbgrYDeyV0WWXlXqwy2M) - [Undergraduate Probability with Professor Roman Vershynin](https://www.math.uci.edu/~rvershyn/teaching/ugp/ugp.html) - [High-Dimensional Probability](https://www.math.uci.edu/~rvershyn/teaching/hdp/hdp.html) + - [Mathematical Statistics](https://www.youtube.com/playlist?list=PLLyj1Zd4UWrOk5-wIki_oOxHJnNj0_437) + - [Bayesian Data Analysis](https://www.youtube.com/playlist?list=PLBqnAso5Dy7O0IVoVn2b-WtetXQk5CDk6) + - [Markov Processes - Spring 2023](https://www.youtube.com/playlist?list=PLLyj1Zd4UWrP3rME2XvFvE4Q5vI3H_7_Z) - **Linear Algebra** - [Mathematical Foundations of Machine Learning (Fall 2021) - University of Chicago - Rebecca Willett](https://willett.psd.uchicago.edu/teaching/mathematical-foundations-of-machine-learning-fall-2021/) - [18.06 - Linear Algebra, Prof. Gilbert Strang, MIT OCW](https://ocw.mit.edu/courses/mathematics/18-06sc-linear-algebra-fall-2011/) @@ -618,6 +621,8 @@ Table of Contents - [Mathematics for Machine Learning, Lectures by Ulrike von Luxburg - Tübingen Machine Learning](https://www.youtube.com/playlist?list=PL05umP7R6ij1a6KdEy8PVE9zoCv6SlHRS) - [Essential Mathematics for Machine Learningv- July 2018 - IIT Roorkee - YouTube Lectures](https://www.youtube.com/playlist?list=PLLy_2iUCG87D1CXFxE-SxCFZUiJzQ3IvE) - [Numerics of Machine Learning (Winter 2022/23) - Tübingen Machine Learning](https://www.youtube.com/playlist?list=PL05umP7R6ij2lwDdj7IkuHoP9vHlEcH0s) +- [Nonlinear Dynamics and Chaos - Steven Strogatz, Cornell University](https://www.youtube.com/playlist?list=PLbN57C5Zdl6j_qJA-pARJnKsmROzPnO9V) +- [Nonlinear Dynamics & Chaos Introduction - Virginia Tech](https://www.youtube.com/playlist?list=PLUeHTafWecAUqSh3Gy0NNr7H3OsXoC-aK) ------------------------------ From baba820a5220a257d3de2d24cec0cf2e0e293f33 Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Thu, 27 Jul 2023 13:38:45 +0530 Subject: [PATCH 58/63] Minor fix --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index e948f84..13a738f 100755 --- a/README.md +++ b/README.md @@ -619,10 +619,10 @@ Table of Contents - [Statistical Computing for Scientists and Engineers - Notre Dame](https://www.youtube.com/playlist?list=PLd-PuDzW85AeltIRcjDY7Z4q49NEAuMcA) - [Statistical Computing, Fall 2017 - Notre Dame](https://www.youtube.com/playlist?list=PLd-PuDzW85AcSgNGnT5TUHt85SrCljT3V) - [Mathematics for Machine Learning, Lectures by Ulrike von Luxburg - Tübingen Machine Learning](https://www.youtube.com/playlist?list=PL05umP7R6ij1a6KdEy8PVE9zoCv6SlHRS) -- [Essential Mathematics for Machine Learningv- July 2018 - IIT Roorkee - YouTube Lectures](https://www.youtube.com/playlist?list=PLLy_2iUCG87D1CXFxE-SxCFZUiJzQ3IvE) +- [Essential Mathematics for Machine Learning- July 2018 - IIT Roorkee - YouTube Lectures](https://www.youtube.com/playlist?list=PLLy_2iUCG87D1CXFxE-SxCFZUiJzQ3IvE) - [Numerics of Machine Learning (Winter 2022/23) - Tübingen Machine Learning](https://www.youtube.com/playlist?list=PL05umP7R6ij2lwDdj7IkuHoP9vHlEcH0s) - [Nonlinear Dynamics and Chaos - Steven Strogatz, Cornell University](https://www.youtube.com/playlist?list=PLbN57C5Zdl6j_qJA-pARJnKsmROzPnO9V) -- [Nonlinear Dynamics & Chaos Introduction - Virginia Tech](https://www.youtube.com/playlist?list=PLUeHTafWecAUqSh3Gy0NNr7H3OsXoC-aK) +- [Nonlinear Dynamics & Chaos - Virginia Tech](https://www.youtube.com/playlist?list=PLUeHTafWecAUqSh3Gy0NNr7H3OsXoC-aK) ------------------------------ From a9adfe0dc7faa928628d65e1eb8118ead67333c2 Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Fri, 28 Jul 2023 15:59:03 +0530 Subject: [PATCH 59/63] CMU Robotics --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index 13a738f..63e9d45 100755 --- a/README.md +++ b/README.md @@ -954,6 +954,8 @@ Table of Contents - [6.832 Underactuated Robotics - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-832-underactuated-robotics-spring-2009/) - [CS287 Advanced Robotics at UC Berkeley Fall 2019 -- Instructor: Pieter Abbeel](https://www.youtube.com/playlist?list=PLwRJQ4m4UJjNBPJdt8WamRAt4XKc639wF) - [CS 287 - Advanced Robotics, Fall 2011, UC Berkeley](https://people.eecs.berkeley.edu/~pabbeel/cs287-fa11/) ([Videos](http://rll.berkeley.edu/cs287/lecture_videos/)) +- [CMU 16-715 Robot Dynamics 2022 - CMU](https://www.youtube.com/playlist?list=PLZnJoM76RM6ItAfZIxJYNKdaR_BobleLY) +- [CMU 16-745 Optimal Control 2023 - CMU](https://www.youtube.com/playlist?list=PLZnJoM76RM6KugDT9sw5zhAmqKnGeoLRa) - [CS235 - Applied Robot Design for Non-Robot-Designers - Stanford University](https://www.youtube.com/user/StanfordCS235/videos) - [Lecture: Visual Navigation for Flying Robots](https://vision.in.tum.de/teaching/ss2012/visnav2012) ([YouTube](https://www.youtube.com/playlist?list=PLTBdjV_4f-EKeki5ps2WHqJqyQvxls4ha)) - [CS 205A: Mathematical Methods for Robotics, Vision, and Graphics (Fall 2013)](https://www.youtube.com/playlist?list=PLQ3UicqQtfNvQ_VzflHYKhAqZiTxOkSwi) From 72de3369da8e2c54baec6ed7ada2426b9f473e48 Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Sun, 6 Aug 2023 17:55:07 +0530 Subject: [PATCH 60/63] Data-Driven Methods and Machine Learning in Atmospheric Sciences - IISC --- README.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 63e9d45..6a4e1d7 100755 --- a/README.md +++ b/README.md @@ -523,7 +523,8 @@ Table of Contents - [Big Data Systems (WT 2019/20) - Prof. Dr. Tilmann Rabl - HPI](https://www.tele-task.de/series/1286/) - [Distributed Data Analytics (WT 2017/18) - Dr. Thorsten Papenbrock - HPI](https://www.tele-task.de/series/1179/) - [Introduction to Data-Centric AI - MIT](https://dcai.csail.mit.edu/) - - [Parallel Computing and Scientific Machine Learning](https://www.youtube.com/playlist?list=PLCAl7tjCwWyGjdzOOnlbGnVNZk0kB8VSa) + - [Parallel Computing and Scientific Machine Learning](https://www.youtube.com/playlist?list=PLCAl7tjCwWyGjdzOOnlbGnVNZk0kB8VSa) + - [Machine Learning System Design - System Design Fight Club](https://www.youtube.com/playlist?list=PLlvnxKilk3aKx0oFua-HTtFf-d_inQ8Qn) ------------------------------ @@ -882,6 +883,7 @@ Table of Contents - [Astronomical data analysis using Python 2021 - NRC IUCAA](https://www.youtube.com/playlist?list=PL3jLiVc5sr3P7Uov0VFsEfwPOEG1rF-FO) - [SPARC Workshop on Machine Learning in Solar Physics and Space Weather - CESSI IISER Kolkata](https://www.youtube.com/playlist?list=PLtxxbMktGS8pjURPBXJTAkClnXVE_ZNni) +- [Data-Driven Methods and Machine Learning in Atmospheric Sciences - IISC](https://www.youtube.com/playlist?list=PLnUDCXHuQXBaGrYSbDMWi2inp7GSe3__8) - [Computational Astrophysics - AstroTwinCoLo, 2015](https://www.youtube.com/playlist?list=PLPdkBLbDPtqoHDcjUweIJqe6GKnOz0-Qw) - [Astroinformatics 2019 Conference - Caltech](https://m.youtube.com/playlist?list=PL8_xPU5epJdcv2L4MzpzNd6gPyq6glmjc) - [Space Science with Python - Astroniz](https://www.youtube.com/playlist?list=PLNvIBWkEdZ2iCc8G9dvx6MQvBruJG-TE8) From d8493b43e91fff21dd9e41361a3dd92d2e1fff29 Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Sun, 6 Aug 2023 19:53:37 +0530 Subject: [PATCH 61/63] Update CS 229, 330 links --- README.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 6a4e1d7..90c1e28 100755 --- a/README.md +++ b/README.md @@ -310,7 +310,7 @@ Table of Contents - [10 - 301/601 - Introduction to Machine Learning - Spring 2020 - CMU](https://www.youtube.com/playlist?list=PLpqQKYIU-snAPM89YPPwyQ9xdaiAdoouk) - [6.036 - Machine Learning, Broderick - MIT Fall 2020](https://www.youtube.com/playlist?list=PLxC_ffO4q_rW0bqQB80_vcQB09HOA3ClV) - [Applied Machine Learning (Cornell Tech CS 5787, Fall 2020)](https://www.youtube.com/playlist?list=PL2UML_KCiC0UlY7iCQDSiGDMovaupqc83) - - [Stanford CS229: Machine Learning Course | Summer 2019 (Anand Avati)](https://www.youtube.com/playlist?list=PLoROMvodv4rNH7qL6-efu_q2_bPuy0adh) + - [Stanford CS229: Machine Learning Course | Summer 2019 (Anand Avati)](https://www.youtube.com/playlist?list=PLoROMvodv4rNH7qL6-efu_q2_bPuy0adh) ([Spring 2022](https://www.youtube.com/playlist?list=PLoROMvodv4rNyWOpJg_Yh4NSqI4Z4vOYy)) - [CMS 165 Foundations of Machine Learning and Statistical Inference - 2020 - Caltech](https://www.youtube.com/playlist?list=PLVNifWxslHCDlbyitaLLYBOAEPbmF1AHg) - [Microsoft Research - Machine Learning Course](https://www.youtube.com/playlist?list=PL34iyE0uXtxo7vPXGFkmm6KbgZQwjf9Kf) - [CS 446 - Machine Learning, Fall 2016, UIUC](https://www.youtube.com/playlist?list=PLQcasX5-oG91TgY6A_gz-IW7YSpwdnD2O) @@ -467,6 +467,7 @@ Table of Contents - [Advanced Machine Learning, 2021-2022, Sem I - by Prof. Madhavan Mukund, CMI](https://www.cmi.ac.in/~madhavan/courses/aml2021) - [18.409 Algorithmic Aspects of Machine Learning Spring 2015 - MIT](https://www.youtube.com/playlist?list=PLB3sDpSRdrOvI1hYXNsa6Lety7K8FhPpx) - [CS 330 - Deep Multi-Task and Meta Learning - Fall 2019 - Stanford University](https://cs330.stanford.edu/) ([Youtube](https://www.youtube.com/playlist?list=PLoROMvodv4rMC6zfYmnD7UG3LVvwaITY5)) + - [Stanford CS330: Deep Multi-Task and Meta Learning I Autumn 2022](https://www.youtube.com/playlist?list=PLoROMvodv4rNjRoawgt72BBNwL2V7doGI) - **Natural Language Processing** - [CS 224N -Natural Language Processing with Deep Learning - Stanford University](http://web.stanford.edu/class/cs224n/) ([Lectures - Winter 2019](https://youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z)) ([Lectures - Winter 2021](https://youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ)) - [CS 224N - Natural Language Processing, Stanford University](https://web.stanford.edu/~jurafsky/NLPCourseraSlides.html) ([Lecture videos](https://academictorrents.com/details/d2c8f8f1651740520b7dfab23438d89bc8c0c0ab)) @@ -1006,6 +1007,8 @@ Table of Contents ### Computational Finance - [COMP510 - Computational Finance - Steven Skiena - 2007 HKUST](https://www.youtube.com/playlist?list=PL9E205B8FAAD530E1) +- [Computational Finance Course - Prof Grzelak](https://www.youtube.com/playlist?list=PL6zzGYGhbWrPaI-op1UfNl0uDglxdkaOB) +- [Financial Engineering Course: Interest Rates and xVA - Prof Grzelak](https://www.youtube.com/playlist?list=PL6zzGYGhbWrMpjEKDtnrHWyIj-oVLKCYD) - [MOOC - Mathematical Methods for Quantitative Finance, University of Washington/Coursera)](http://academictorrents.com/details/dfc1ddde962101f00ef9764b91181bd6bb5c9e93) - [18.S096 Topics in Mathematics with Applications in Finance, MIT OCW](https://ocw.mit.edu/courses/18-s096-topics-in-mathematics-with-applications-in-finance-fall-2013/video_galleries/video-lectures/) - [Computational Finance - Universität Leipzig](https://www.youtube.com/playlist?list=PL4i4aZbplv9J5jan6mDbDHtjfm7ghMWfj) From 4a2626119d244348a2d5e54e807af81774ed0f74 Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Sun, 6 Aug 2023 20:00:13 +0530 Subject: [PATCH 62/63] CampusX Data Science Mentorship Program 2022-23 (Hindi) --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 90c1e28..6647b19 100755 --- a/README.md +++ b/README.md @@ -368,6 +368,7 @@ Table of Contents - [10-715 Advanced Introduction to Machine Learning - CMU](http://www.cs.cmu.edu/~bapoczos/Classes/ML10715_2015Fall/) ([YouTube](https://www.youtube.com/playlist?list=PL4DwY1suLMkcu-wytRDbvBNmx57CdQ2pJ)) - [CS 281B - Scalable Machine Learning, Alex Smola, UC Berkeley](http://alex.smola.org/teaching/berkeley2012/syllabus.html) - [100 Days of Machine Learning - CampusX (Hindi)](https://www.youtube.com/playlist?list=PLKnIA16_Rmvbr7zKYQuBfsVkjoLcJgxHH) + - [CampusX Data Science Mentorship Program 2022-23 (Hindi)](https://www.youtube.com/playlist?list=PLKnIA16_RmvbAlyx4_rdtR66B7EHX5k3z) - **Data Mining** - [CSEP 546, Data Mining - Pedro Domingos, Sp 2016 - University of Washington](https://courses.cs.washington.edu/courses/csep546/16sp/) ([YouTube](https://www.youtube.com/playlist?list=PLTPQEx-31JXgtDaC6-3HxWcp7fq4N8YGr)) - [CS 5140/6140 - Data Mining, Spring 2016, University of Utah](https://www.cs.utah.edu/~jeffp/teaching/cs5140.html) ([Youtube](https://www.youtube.com/playlist?list=PLbuogVdPnkCpXfb43Wvc7s5fXWzedwTPB)) From 12648e91439257e65388080247e63c0491b95ecf Mon Sep 17 00:00:00 2001 From: Developer-Y Date: Sun, 20 Aug 2023 22:57:15 +0530 Subject: [PATCH 63/63] Stanford XCS224 NLP --- README.md | 15 +++++++++------ 1 file changed, 9 insertions(+), 6 deletions(-) diff --git a/README.md b/README.md index 6647b19..3f345ef 100755 --- a/README.md +++ b/README.md @@ -392,7 +392,6 @@ Table of Contents - [Distributed Data Analytics (WT 2017/18) - HPI University of Potsdam](https://www.tele-task.de/series/1179/) - [Statistics 133 - Concepts in Computing with Data, Fall 2013 - UC Berkeley](https://www.youtube.com/playlist?list=PL-XXv-cvA_iDsSPnMJlnhIyADGUmikoIO) - [Data Profiling and Data Cleansing (WS 2014/15) - HPI University of Potsdam](https://www.tele-task.de/series/1027/) - - [AM 207 - Stochastic Methods for Data Analysis, Inference and Optimization, Harvard University](http://am207.github.io/2016/index.html) - [CS 229r - Algorithms for Big Data, Harvard University](http://people.seas.harvard.edu/~minilek/cs229r/fall15/lec.html) ([Youtube](https://www.youtube.com/playlist?list=PL2SOU6wwxB0v1kQTpqpuu5kEJo2i-iUyf)) - [Algorithms for Big Data - IIT Madras](https://nptel.ac.in/courses/106106142/) - [Python Data Science with the TCLab](https://github.com/APMonitor/data_science) ([YouTube](https://www.youtube.com/watch?v=pAgW_bZVo88&list=PLLBUgWXdTBDg1Qgmwt4jKtVn9BWh5-zgy)) @@ -472,6 +471,7 @@ Table of Contents - **Natural Language Processing** - [CS 224N -Natural Language Processing with Deep Learning - Stanford University](http://web.stanford.edu/class/cs224n/) ([Lectures - Winter 2019](https://youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z)) ([Lectures - Winter 2021](https://youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ)) - [CS 224N - Natural Language Processing, Stanford University](https://web.stanford.edu/~jurafsky/NLPCourseraSlides.html) ([Lecture videos](https://academictorrents.com/details/d2c8f8f1651740520b7dfab23438d89bc8c0c0ab)) + - [Stanford XCS224U: Natural Language Understanding I Spring 2023](https://www.youtube.com/playlist?list=PLoROMvodv4rOwvldxftJTmoR3kRcWkJBp) - [CS 124 - From Languages to Information - Stanford University](https://www.youtube.com/channel/UC_48v322owNVtORXuMeRmpA/playlists?view=50&sort=dd&shelf_id=2) - [fast.ai Code-First Intro to Natural Language Processing](https://www.youtube.com/playlist?list=PLtmWHNX-gukKocXQOkQjuVxglSDYWsSh9) ([Github](https://github.com/fastai/course-nlp)) - [MOOC - Natural Language Processing - Coursera, University of Michigan](https://www.youtube.com/playlist?list=PLLssT5z_DsK8BdawOVCCaTCO99Ya58ryR) @@ -498,21 +498,24 @@ Table of Contents - **Time Series Analysis** - [02417 Time Series Analysis](https://www.youtube.com/playlist?list=PLtiTxpFJ4k6TZ0g496fVcQpt_-XJRNkbi) - [Applied Time Series Analysis](https://www.youtube.com/playlist?list=PLl0FT6O_WWDBm-4W-eoK34omYmEMseQDX) -- **Misc Machine Learning Topics** +- **Optimization** + - [Optimisation for Machine Learning: Theory and Implementation (Hindi) - IIT](https://www.youtube.com/playlist?list=PLyqSpQzTE6M-pmLzCoMu_ANU6atEFyyJl) - [EE364a: Convex Optimization I - Stanford University](http://web.stanford.edu/class/ee364a/videos.html) + - [10-725 Convex Optimization, Spring 2015 - CMU](http://www.stat.cmu.edu/~ryantibs/convexopt-S15/) + - [10-725 Convex Optimization: Fall 2016 - CMU](http://www.stat.cmu.edu/~ryantibs/convexopt/) + - [10-725 Optimization Fall 2012 - CMU](http://www.cs.cmu.edu/~ggordon/10725-F12/schedule.html) + - [10-801 Advanced Optimization and Randomized Methods - CMU](http://www.cs.cmu.edu/~suvrit/teach/aopt.html) ([YouTube](https://www.youtube.com/playlist?list=PLjTcdlvIS6cjdA8WVXNIk56X_SjICxt0d)) + - [AM 207 - Stochastic Methods for Data Analysis, Inference and Optimization, Harvard University](http://am207.github.io/2016/index.html) +- **Misc Machine Learning Topics** - [Quantum Machine Learning | 2021 Qiskit Global Summer School](https://www.youtube.com/playlist?list=PLOFEBzvs-VvqJwybFxkTiDzhf5E11p8BI) - [CS 6955 - Clustering, Spring 2015, University of Utah](https://www.youtube.com/playlist?list=PLbuogVdPnkCpRvi-qSMCdOwyn4UYoPxTI) - [Info 290 - Analyzing Big Data with Twitter, UC Berkeley school of information](http://blogs.ischool.berkeley.edu/i290-abdt-s12/) ([YouTube](https://www.youtube.com/playlist?list=PLE8C1256A28C1487F)) - - [10-725 Convex Optimization, Spring 2015 - CMU](http://www.stat.cmu.edu/~ryantibs/convexopt-S15/) - - [10-725 Convex Optimization: Fall 2016 - CMU](http://www.stat.cmu.edu/~ryantibs/convexopt/) - [CAM 383M - Statistical and Discrete Methods for Scientific Computing, University of Texas](http://granite.ices.utexas.edu/coursewiki/index.php/Main_Page) - [CS224W Machine Learning with Graphs | Spring 2021 | Stanford University](https://www.youtube.com/playlist?list=PLoROMvodv4rPLKxIpqhjhPgdQy7imNkDn) - [9.520 - Statistical Learning Theory and Applications, Fall 2015 - MIT](https://www.youtube.com/playlist?list=PLyGKBDfnk-iDj3FBd0Avr_dLbrU8VG73O) - [Reinforcement Learning - UCL](https://www.youtube.com/playlist?list=PLacBNHqv7n9gp9cBMrA6oDbzz_8JqhSKo) - [Regularization Methods for Machine Learning 2016](http://academictorrents.com/details/493251615310f9b6ae1f483126292378137074cd) ([YouTube](https://www.youtube.com/playlist?list=PLbF0BXX_6CPJ20Gf_KbLFnPWjFTvvRwCO)) - [Statistical Inference in Big Data - University of Toronto](http://fields2015bigdata2inference.weebly.com/materials.html) - - [10-725 Optimization Fall 2012 - CMU](http://www.cs.cmu.edu/~ggordon/10725-F12/schedule.html) - - [10-801 Advanced Optimization and Randomized Methods - CMU](http://www.cs.cmu.edu/~suvrit/teach/aopt.html) ([YouTube](https://www.youtube.com/playlist?list=PLjTcdlvIS6cjdA8WVXNIk56X_SjICxt0d)) - [Reinforcement Learning 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/rl.htm) - [Reinforcement Learning - IIT Madras](https://nptel.ac.in/courses/106106143/) - [Statistical Rethinking Winter 2015 - Richard McElreath](https://www.youtube.com/playlist?list=PLDcUM9US4XdMdZOhJWJJD4mDBMnbTWw_z)