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@ -42,8 +42,8 @@ Courses
- [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) - [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/) - [6.0001 - 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](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-001-structure-and-interpretation-of-computer-programs-spring-2005/video-lectures) ([Textbook](http://mitpress.mit.edu/sicp/full-text/book/book.html)) - [6.001 - Structure and Interpretation of Computer Programs, MIT](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-001-structure-and-interpretation-of-computer-programs-spring-2005/video-lectures) ([Textbook](http://mitpress.mit.edu/sicp/full-text/book/book.html))
- [CS 50 - Introduction to Computer Science, Harvard University](https://cs50.harvard.edu/lectures) ([cs50.tv](http://cs50.tv/2015/fall/)) - [CS 50 - Introduction to Computer Science, Harvard University](https://cs50.harvard.edu/college/2018/fall/) ([cs50.tv](http://cs50.tv/2017/fall/))
- [CS 61A - Structure and Interpretation of Computer Programs [Python], UC Berkeley](http://cs61a.org/) - [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) - [CPSC 110 - Systematic Program Design [Racket], University of British Columbia](https://www.youtube.com/channel/UC7dEjIUwSxSNcW4PqNRQW8w/playlists?view=1&flow=grid&sort=da)
- [CS50's Understanding Technology](https://www.youtube.com/playlist?list=PLhQjrBD2T382p8amnvUp1rws1p7n7gJ2p) - [CS50's Understanding Technology](https://www.youtube.com/playlist?list=PLhQjrBD2T382p8amnvUp1rws1p7n7gJ2p)
- [CSE 142 Computer Programming I (Java Programming), Spring 2016 - University of Washington](https://courses.cs.washington.edu/courses/cse142/16sp/calendar.shtml) - [CSE 142 Computer Programming I (Java Programming), Spring 2016 - University of Washington](https://courses.cs.washington.edu/courses/cse142/16sp/calendar.shtml)
@ -54,9 +54,9 @@ Courses
- [CmSc 150 - Introduction to Programming with Arcade Games, Simpson College](http://ProgramArcadeGames.com) - [CmSc 150 - Introduction to Programming with Arcade Games, Simpson College](http://ProgramArcadeGames.com)
- [LINFO 1104 - Paradigms of computer programming, Peter Van Roy, Université catholique de Louvain, Belgium - EdX](https://www.youtube.com/playlist?list=PLw454N-VXALSIzIe_eL5U8L4S68v2X_ak) - [LINFO 1104 - Paradigms of computer programming, Peter Van Roy, Université catholique de Louvain, Belgium - EdX](https://www.youtube.com/playlist?list=PLw454N-VXALSIzIe_eL5U8L4S68v2X_ak)
- [FP 101x - Introduction to Functional Programming, TU Delft](https://ocw.tudelft.nl/courses/introduction-to-functional-programming/) - [FP 101x - Introduction to Functional Programming, TU Delft](https://ocw.tudelft.nl/courses/introduction-to-functional-programming/)
- [Introduction to Problem Solving and Programming - IIT Kanpur](http://nptel.ac.in/courses/106104074/) - [Introduction to Problem Solving and Programming - IIT Kanpur](https://nptel.ac.in/courses/106104074/)
- [Introduction to programming in C - IIT Kanpur](http://nptel.ac.in/courses/106104128/) - [Introduction to programming in C - IIT Kanpur](https://nptel.ac.in/courses/106104128/)
- [Programming in C++ - IIT Kharagpur](http://nptel.ac.in/courses/106105151/) - [Programming in C++ - IIT Kharagpur](https://nptel.ac.in/courses/106105151/)
- [Python Boot Camp Fall 2016 - Berkeley Institute for Data Science (BIDS)](https://www.youtube.com/playlist?list=PLKW2Azk23ZtSeBcvJi0JnL7PapedOvwz9) - [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) - [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/) - [6.00SC - 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/)
@ -81,20 +81,20 @@ Courses
- [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/electrical-engineering-and-computer-science/6-046j-introduction-to-algorithms-sma-5503-fall-2005/video-lectures/)
- [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/) - [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/)) - [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/))
- [Programming Challenges - Prof Skiena](http://www.algorist.com/programming_challenges/) - [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)) - [16s-4102 - Algorithms, University of Virginia](http://www.cs.virginia.edu/~shelat/16s-4102/) ([Youtube](https://www.youtube.com/channel/UCxXYk53cSZof2bR_Ax0uJYQ/videos))
- [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/) - [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) - [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](http://courses.cs.washington.edu/courses/csep521/13wi/) ([Videos](http://courses.cs.washington.edu/courses/csep521/13wi/video/)) - [CSEP 521 - Applied Algorithms, Winter 2013 - University of Washington](http://courses.cs.washington.edu/courses/csep521/13wi/) ([Videos](http://courses.cs.washington.edu/courses/csep521/13wi/video/))
- [Data Structures And Algorithms - IIT Delhi](http://nptel.ac.in/courses/106102064/) - [Data Structures And Algorithms - IIT Delhi](https://nptel.ac.in/courses/106102064/)
- [Design and Analysis of Algorithms - IIT Bombay](http://nptel.ac.in/courses/106101060/) - [Design and Analysis of Algorithms - IIT Bombay](https://nptel.ac.in/courses/106101060/)
- [Programming, Data Structures and Algorithms - IIT Madras](http://nptel.ac.in/courses/106106127/) - [Programming, Data Structures and Algorithms - IIT Madras](https://nptel.ac.in/courses/106106127/)
- [Design and Analysis of Algorithms - IIT Madras](http://nptel.ac.in/courses/106106131/) - [Design and Analysis of Algorithms - IIT Madras](https://nptel.ac.in/courses/106106131/)
- [Fundamental Algorithms:Design and Analysis - IIT Kharagpur](http://nptel.ac.in/courses/106105157/) - [Fundamental Algorithms:Design and Analysis - IIT Kharagpur](https://nptel.ac.in/courses/106105157/)
- [Programming and Data Structure - IIT Kharagpur](http://nptel.ac.in/courses/106105085/) - [Programming and Data Structure - IIT Kharagpur](https://nptel.ac.in/courses/106105085/)
- [Programming, Data structures and Algorithms - IIT Madras](http://nptel.ac.in/courses/106106133/) - [Programming, Data structures and Algorithms - IIT Madras](https://nptel.ac.in/courses/106106133/)
- [Programming, Data Structures and Algorithms in Python - IIT Madras](http://nptel.ac.in/courses/106106145/) - [Programming, Data Structures and Algorithms in Python - IIT Madras](https://nptel.ac.in/courses/106106145/)
- [Programming and Data structures (PDS) - IIT Madras](http://nptel.ac.in/courses/106106130/) - [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/)) - [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)) - [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) - [Informatics 2B - Algorithms, Data Structures and Learning- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2013/inf2b-adsl.htm)
@ -113,9 +113,9 @@ Courses
- [Theory I - SS 2010 - Universität Freiburg](https://electures.informatik.uni-freiburg.de/portal/web/guest/detail/-/modulnavigation/view/2103/8701/) - [Theory I - SS 2010 - Universität Freiburg](https://electures.informatik.uni-freiburg.de/portal/web/guest/detail/-/modulnavigation/view/2103/8701/)
- [6.889 - Algorithms for Planar Graphs and Beyond (Fall 2011) MIT](http://courses.csail.mit.edu/6.889/fall11/lectures/) - [6.889 - Algorithms for Planar Graphs and Beyond (Fall 2011) MIT](http://courses.csail.mit.edu/6.889/fall11/lectures/)
- [6.890 Algorithmic Lower Bounds: Fun with Hardness Proofs - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-890-algorithmic-lower-bounds-fun-with-hardness-proofs-fall-2014/) - [6.890 Algorithmic Lower Bounds: Fun with Hardness Proofs - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-890-algorithmic-lower-bounds-fun-with-hardness-proofs-fall-2014/)
- [Computer Algorithms - 2 - IIT Kanpur](http://nptel.ac.in/courses/106104019/) - [Computer Algorithms - 2 - IIT Kanpur](https://nptel.ac.in/courses/106104019/)
- [Parallel Algorithm - IIT Kanpur](http://nptel.ac.in/courses/106104120/) - [Parallel Algorithm - IIT Kanpur](https://nptel.ac.in/courses/106104120/)
- [Graph Theory - IISC Bangalore](http://nptel.ac.in/courses/106108054/) - [Graph Theory - IISC Bangalore](https://nptel.ac.in/courses/106108054/)
--------------------------------- ---------------------------------
@ -128,7 +128,7 @@ Courses
- [CS 4400 – Computer Systems Fall 2016 - UoUtah](https://www.eng.utah.edu/~cs4400/) - [CS 4400 – Computer Systems Fall 2016 - UoUtah](https://www.eng.utah.edu/~cs4400/)
- [Systems - Aduni](http://aduni.org/courses/systems/index.php?view=cw) - [Systems - Aduni](http://aduni.org/courses/systems/index.php?view=cw)
- **Operating Systems** - **Operating Systems**
- [CS124 Operating Systems - California Institute of Technology](http://users.cms.caltech.edu/~donnie/cs124/) - [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 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) - [CS 4414 - Operating Systems, University of Virginia (rust-class)](http://rust-class.org/pages/classes.html)
- [CS 4414 Operating Systems, Fall 2018 - University of Virginia](https://www.cs.virginia.edu/~cr4bd/4414/F2018/schedule.html) - [CS 4414 Operating Systems, Fall 2018 - University of Virginia](https://www.cs.virginia.edu/~cr4bd/4414/F2018/schedule.html)
@ -137,8 +137,8 @@ Courses
- [6.828 - Operating System Engineering [Fall 2014]](https://www.youtube.com/playlist?list=PLfciLKR3SgqNJKKIKUliWoNBBH1VHL3AP) - [6.828 - Operating System Engineering [Fall 2014]](https://www.youtube.com/playlist?list=PLfciLKR3SgqNJKKIKUliWoNBBH1VHL3AP)
- [CSE 30341 - Operating Systems, Spr 2008](https://www.youtube.com/view_play_list?p=AB7D5CA7E262B0E2) - [CSE 30341 - Operating Systems, Spr 2008](https://www.youtube.com/view_play_list?p=AB7D5CA7E262B0E2)
- [CSEP 551 Operating Systems Autumn 2014 - University of Washington](http://courses.cs.washington.edu/courses/csep551/14au/video/) - [CSEP 551 Operating Systems Autumn 2014 - University of Washington](http://courses.cs.washington.edu/courses/csep551/14au/video/)
- [Introduction to Operating Systems - IIT Madras](http://nptel.ac.in/courses/106106144/) - [Introduction to Operating Systems - IIT Madras](https://nptel.ac.in/courses/106106144/)
- [CS194 Advanced Operating Systems Structures and Implementation, Spring 2013, UC Berkeley](https://www.youtube.com/playlist?list=PL-XXv-cvA_iB_5Q8G8kW5idSwNmXypmQE) - [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) - [CSE 60641 - Graduate Operating Systems, Fall 08](https://www.youtube.com/view_play_list?p=22B10D854588E20C)
- **Distributed Systems** - **Distributed Systems**
- [VU:Distributed Systems: Principles and Paradigms by Maarten van Steen (Fall 2012), Vrije Universiteit, Amsterdam](http://www.distributed-systems.net/courses/ds/ds-screencasts/) - [VU:Distributed Systems: Principles and Paradigms by Maarten van Steen (Fall 2012), Vrije Universiteit, Amsterdam](http://www.distributed-systems.net/courses/ds/ds-screencasts/)
@ -155,12 +155,12 @@ Courses
- [Information Retrieval and Web Search Engines - Technische Universität Braunschweig, Germany](http://www.ifis.cs.tu-bs.de/teaching/ws-1516/IRWS) - [Information Retrieval and Web Search Engines - Technische Universität Braunschweig, Germany](http://www.ifis.cs.tu-bs.de/teaching/ws-1516/IRWS)
- **Real-Time Systems** - **Real-Time Systems**
- [CPCS 663 - Real-Time Systems: Video Material - TAMU](http://faculty.cs.tamu.edu/bettati/Courses/663/Video/presentation.html) - [CPCS 663 - Real-Time Systems: Video Material - TAMU](http://faculty.cs.tamu.edu/bettati/Courses/663/Video/presentation.html)
- [Real Time Systems - IIT Kharagpur](http://nptel.ac.in/courses/106105036/) - [Real Time Systems - IIT Kharagpur](https://nptel.ac.in/courses/106105036/)
- [Real-Time Systems - SS 2013 - Universität Freiburg](https://electures.informatik.uni-freiburg.de/portal/web/guest/detail/-/modulnavigation/view/5201/15648/) - [Real-Time Systems - SS 2013 - Universität Freiburg](https://electures.informatik.uni-freiburg.de/portal/web/guest/detail/-/modulnavigation/view/5201/15648/)
- [6.172 Performance Engineering of Software Systems - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-172-performance-engineering-of-software-systems-fall-2010/) - [6.172 Performance Engineering of Software Systems - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-172-performance-engineering-of-software-systems-fall-2010/)
- [System Infrastructure For Data Science - WS 2012 - Universität Freiburg](https://electures.informatik.uni-freiburg.de/portal/web/guest/detail/-/modulnavigation/view/4808/14532/) - [System Infrastructure For Data Science - WS 2012 - Universität Freiburg](https://electures.informatik.uni-freiburg.de/portal/web/guest/detail/-/modulnavigation/view/4808/14532/)
- [Performance Evaluation of Computer Systems - IIT Madras](http://nptel.ac.in/courses/106106048/) - [Performance Evaluation of Computer Systems - IIT Madras](https://nptel.ac.in/courses/106106048/)
- [Storage Systems - IISC Bangalore](http://nptel.ac.in/courses/106108058/) - [Storage Systems - IISC Bangalore](https://nptel.ac.in/courses/106108058/)
- [MAP6264 - Queueing Theory - FAU](https://vimeo.com/album/171324/) - [MAP6264 - Queueing Theory - FAU](https://vimeo.com/album/171324/)
- [EE380-Colloquim on Computer Systems - Stanford University](https://www.youtube.com/playlist?list=PLoROMvodv4rMWw6rRoeSpkiseTHzWj6vu) - [EE380-Colloquim on Computer Systems - Stanford University](https://www.youtube.com/playlist?list=PLoROMvodv4rMWw6rRoeSpkiseTHzWj6vu)
@ -175,8 +175,8 @@ Courses
- [CS 5530 - Database Systems, Spring 2016 - University of Utah](https://www.youtube.com/playlist?list=PLbuogVdPnkCrercQNP9tTsjjPdgRVYvC7) - [CS 5530 - Database Systems, Spring 2016 - University of Utah](https://www.youtube.com/playlist?list=PLbuogVdPnkCrercQNP9tTsjjPdgRVYvC7)
- [MOOC - Database Stanford Dbclass](https://www.youtube.com/playlist?list=PL6hGtHedy2Z4EkgY76QOcueU8lAC4o6c3) - [MOOC - Database Stanford Dbclass](https://www.youtube.com/playlist?list=PL6hGtHedy2Z4EkgY76QOcueU8lAC4o6c3)
- [CSEP 544, Database Management Systems, Au 2015 - University of Washington](https://www.youtube.com/playlist?list=PLTPQEx-31JXjQYrUKvAjUTWgCYluHGs_L) - [CSEP 544, Database Management Systems, Au 2015 - University of Washington](https://www.youtube.com/playlist?list=PLTPQEx-31JXjQYrUKvAjUTWgCYluHGs_L)
- [Database Design - IIT Madras](http://nptel.ac.in/courses/106106093/) - [Database Design - IIT Madras](https://nptel.ac.in/courses/106106093/)
- [Fundamentals of Database Systems - IIT Kanpur](http://nptel.ac.in/courses/106104135/) - [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) - [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) - [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)) - [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))
@ -187,7 +187,7 @@ Courses
- [6.830/6.814 - Database Systems [Fall 2014]](https://www.youtube.com/playlist?list=PLfciLKR3SgqOxCy1TIXXyfTqKzX2enDjK) - [6.830/6.814 - Database Systems [Fall 2014]](https://www.youtube.com/playlist?list=PLfciLKR3SgqOxCy1TIXXyfTqKzX2enDjK)
- [Informatics 1 - Data & Analysis 2014/15- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2014/da.htm) - [Informatics 1 - Data & Analysis 2014/15- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2014/da.htm)
- [Database Management Systems, Aduni](http://aduni.org/courses/databases/index.php?view=cw) - [Database Management Systems, Aduni](http://aduni.org/courses/databases/index.php?view=cw)
- [D4M - Signal Processing on Databases](https://ocw.mit.edu/resources/res-ll-005-d4m-signal-processing-on-databases-fall-2012/lecture-notes-and-class-videos/) - [D4M - Signal Processing on Databases](https://ocw.mit.edu/resources/res-ll-005-d4m-signal-processing-on-databases-fall-2012/)
------------------------------ ------------------------------
@ -201,7 +201,7 @@ Courses
- [Object Oriented Systems Analysis and Design (Systems Analysis and Design in a Changing World)](https://www.youtube.com/playlist?list=PL6XklZATqYx9dj72MKG6wLYjljeB2odra) - [Object Oriented Systems Analysis and Design (Systems Analysis and Design in a Changing World)](https://www.youtube.com/playlist?list=PL6XklZATqYx9dj72MKG6wLYjljeB2odra)
- [CS 251 - Intermediate Software Design (C++ version) - Vanderbilt University](https://www.youtube.com/playlist?list=PLZ9NgFYEMxp4ZsvD10uXmClGnukcu3Uff) - [CS 251 - Intermediate Software Design (C++ version) - Vanderbilt University](https://www.youtube.com/playlist?list=PLZ9NgFYEMxp4ZsvD10uXmClGnukcu3Uff)
- [OOSE - Software Dev Using UML and Java](https://www.youtube.com/playlist?list=PLJ9pm_Rc9HesnkwKlal_buSIHA-jTZMpO) - [OOSE - Software Dev Using UML and Java](https://www.youtube.com/playlist?list=PLJ9pm_Rc9HesnkwKlal_buSIHA-jTZMpO)
- [Object-Oriented Analysis and Design - IIT Kharagpur](http://nptel.ac.in/courses/106105153/) - [Object-Oriented Analysis and Design - IIT Kharagpur](https://nptel.ac.in/courses/106105153/)
- [CS3 - Design in Computing - Richard Buckland UNSW](https://www.youtube.com/course?list=EC0C5D85DBA20E685C) - [CS3 - Design in Computing - Richard Buckland UNSW](https://www.youtube.com/course?list=EC0C5D85DBA20E685C)
- [Informatics 1 - Object-Oriented Programming 2014/15- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2014/inf1op.htm) - [Informatics 1 - Object-Oriented Programming 2014/15- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2014/inf1op.htm)
- [Software Engineering with Objects and Components 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/seoc.htm) - [Software Engineering with Objects and Components 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/seoc.htm)
@ -210,10 +210,10 @@ Courses
- [CS 5150 - Software Engineering, Fall 2014 - Cornell University](http://www.cs.cornell.edu/courses/cs5150/2014fa/materials.html) - [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) - [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](http://cs164.tv/2014/spring/)
- [System Analysis and Design - IISC Bangalore](http://nptel.ac.in/courses/106108102/) - [System Analysis and Design - IISC Bangalore](https://nptel.ac.in/courses/106108102/)
- [Software Engineering - IIT Bombay](http://nptel.ac.in/courses/106101061/) - [Software Engineering - IIT Bombay](https://nptel.ac.in/courses/106101061/)
- [Dependable Systems (SS 2014)- HPI](https://itunes.apple.com/us/itunes-u/dependable-systems-ss-2014/id874200249) - [Dependable Systems (SS 2014)- HPI](https://itunes.apple.com/us/itunes-u/dependable-systems-ss-2014/id874200249)
- [Software Testing - IIT Kharagpur](http://nptel.ac.in/courses/106105150/) - [Software Testing - IIT Kharagpur](https://nptel.ac.in/courses/106105150/)
- [Informatics 2C - Software Engineering 2014/15- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2014/inf2SE.htm) - [Informatics 2C - Software Engineering 2014/15- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2014/inf2SE.htm)
- **Software Architecture** - **Software Architecture**
- [CS 411 - Software Architecture Design - Bilkent University](http://video.bilkent.edu.tr/course_videos.php?courseid=10) - [CS 411 - Software Architecture Design - Bilkent University](http://video.bilkent.edu.tr/course_videos.php?courseid=10)
@ -240,22 +240,22 @@ Courses
- [CSSE490 Android Development Rose-Hulman Winter 2010-2011, Dave Fisher](https://www.youtube.com/playlist?list=PLF3EEB647F6B52F03) - [CSSE490 Android Development Rose-Hulman Winter 2010-2011, Dave Fisher](https://www.youtube.com/playlist?list=PLF3EEB647F6B52F03)
- [iOS Course, Dave Fisher](https://www.youtube.com/playlist?list=PL96C635E4DCD393A8) - [iOS Course, Dave Fisher](https://www.youtube.com/playlist?list=PL96C635E4DCD393A8)
- [Developing iPad Applications for Visualization and Insight - Carnegie Mellon University](https://itunes.apple.com/us/course/developing-ipad-applications/id499050344) - [Developing iPad Applications for Visualization and Insight - Carnegie Mellon University](https://itunes.apple.com/us/course/developing-ipad-applications/id499050344)
- [Mobile Computing - IIT Madras](http://nptel.ac.in/courses/106106147/) - [Mobile Computing - IIT Madras](https://nptel.ac.in/courses/106106147/)
------------------------------ ------------------------------
### Artificial Intelligence ### Artificial Intelligence
- [CS 188 - Introduction to Artificial Intelligence, UC Berkeley](http://ai.berkeley.edu/home.html) - [CS 188 - Introduction to Artificial Intelligence, UC Berkeley - Spring 2015](http://www.infocobuild.com/education/audio-video-courses/computer-science/cs188-spring2015-berkeley.html)
- [6.034 Artificial Intelligence, MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/lecture-videos/) - [6.034 Artificial Intelligence, MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/lecture-videos/)
- [15-780 - Graduate Artificial Intelligence, Spring 14, CMU](http://www.cs.cmu.edu/~zkolter/course/15-780-s14/lectures.html) - [15-780 - Graduate Artificial Intelligence, Spring 14, CMU](http://www.cs.cmu.edu/~zkolter/course/15-780-s14/lectures.html)
- [CSE 592 Applications of Artificial Intelligence, Winter 2003 - University of Washington](http://courses.cs.washington.edu/courses/csep573/03wi/lectures/index.htm) - [CSE 592 Applications of Artificial Intelligence, Winter 2003 - University of Washington](http://courses.cs.washington.edu/courses/csep573/03wi/lectures/index.htm)
- [CS322 - Introduction to Artificial Intelligence, Winter 2012-13 - UBC](http://www.cs.ubc.ca/~mack/CS322/) ([YouTube](https://www.youtube.com/playlist?list=PLDPnGbm0sUmpzvcGvktbz446SLdFbfZVU)) - [CS322 - Introduction to Artificial Intelligence, Winter 2012-13 - UBC](http://www.cs.ubc.ca/~mack/CS322/) ([YouTube](https://www.youtube.com/playlist?list=PLDPnGbm0sUmpzvcGvktbz446SLdFbfZVU))
- [CS 4804: Introduction to Artificial Intelligence, Fall 2016](https://www.youtube.com/playlist?list=PLUenpfvlyoa1iiSbGy9BBewgiXjzxVgBd) - [CS 4804: Introduction to Artificial Intelligence, Fall 2016](https://www.youtube.com/playlist?list=PLUenpfvlyoa1iiSbGy9BBewgiXjzxVgBd)
- [CS 5804: Introduction to Artificial Intelligence, Spring 2015](https://www.youtube.com/playlist?list=PLUenpfvlyoa0PB6_kqJ9WU7m6i6z1RhfJ) - [CS 5804: Introduction to Artificial Intelligence, Spring 2015](https://www.youtube.com/playlist?list=PLUenpfvlyoa0PB6_kqJ9WU7m6i6z1RhfJ)
- [Artificial Intelligence - IIT Kharagpur](http://nptel.ac.in/courses/106105077/) - [Artificial Intelligence - IIT Kharagpur](https://nptel.ac.in/courses/106105077/)
- [Artificial Intelligence - IIT Madras](http://nptel.ac.in/courses/106106126/) - [Artificial Intelligence - IIT Madras](https://nptel.ac.in/courses/106106126/)
- [Artificial Intelligence(Prof.P.Dasgupta) - IIT Kharagpur](http://nptel.ac.in/courses/106105079/) - [Artificial Intelligence(Prof.P.Dasgupta) - IIT Kharagpur](https://nptel.ac.in/courses/106105079/)
- [Artificial Intelligence: Knowledge Representation and Reasoning - IIT Madras](http://nptel.ac.in/courses/106106140/) - [Artificial Intelligence: Knowledge Representation and Reasoning - IIT Madras](https://nptel.ac.in/courses/106106140/)
- [MOOC - Intro to Artificial Intelligence - Udacity](https://www.youtube.com/playlist?list=PLAwxTw4SYaPlqMkzr4xyuD6cXTIgPuzgn) - [MOOC - Intro to Artificial Intelligence - Udacity](https://www.youtube.com/playlist?list=PLAwxTw4SYaPlqMkzr4xyuD6cXTIgPuzgn)
- [MOOC - Artificial Intelligence for Robotics - Udacity](https://www.youtube.com/playlist?list=PLAwxTw4SYaPkCSYXw6-a_aAoXVKLDwnHK) - [MOOC - Artificial Intelligence for Robotics - Udacity](https://www.youtube.com/playlist?list=PLAwxTw4SYaPkCSYXw6-a_aAoXVKLDwnHK)
- [Graduate Course in Artificial Intelligence, Autumn 2012 - University of Washington](https://www.youtube.com/playlist?list=PLbQ3Aya0VERDoDdbMogU9EASJGWris9qG) - [Graduate Course in Artificial Intelligence, Autumn 2012 - University of Washington](https://www.youtube.com/playlist?list=PLbQ3Aya0VERDoDdbMogU9EASJGWris9qG)
@ -270,7 +270,7 @@ Courses
### Machine Learning ### Machine Learning
- **Introduction to Machine Learning** - **Introduction to Machine Learning**
- [MOOC Machine Learning Andrew Ng - Coursera/Stanford](https://www.youtube.com/playlist?list=PLJ1-ciQ35nuiyL1PX6O4NdF5CjjaDdnVC) ([Notes](http://www.holehouse.org/mlclass/)) - [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://course.fast.ai/ml.html)
- [MOOC - Statistical Learning, Stanford University](http://www.dataschool.io/15-hours-of-expert-machine-learning-videos/) - [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) - [Foundations of Machine Learning Boot Camp, Berkeley Simons Institute](https://www.youtube.com/playlist?list=PLgKuh-lKre11GbZWneln-VZDLHyejO7YD)
@ -299,11 +299,11 @@ Courses
- [Machine Learning and Pattern Recognition 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/mlpr.htm) - [Machine Learning and Pattern Recognition 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/mlpr.htm)
- [Introductory Applied Machine Learning 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/iaml.htm) - [Introductory Applied Machine Learning 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/iaml.htm)
- [Pattern Recognition Class (2012)- Universität Heidelberg](https://www.youtube.com/playlist?list=PLuRaSnb3n4kRDZVU6wxPzGdx1CN12fn0w) - [Pattern Recognition Class (2012)- Universität Heidelberg](https://www.youtube.com/playlist?list=PLuRaSnb3n4kRDZVU6wxPzGdx1CN12fn0w)
- [Introduction to Machine Learning - IIT Kharagpur](http://nptel.ac.in/courses/106105152/) - [Introduction to Machine Learning - IIT Kharagpur](https://nptel.ac.in/courses/106105152/)
- [Introduction to Machine Learning - IIT Madras](http://nptel.ac.in/courses/106106139/) - [Introduction to Machine Learning - IIT Madras](https://nptel.ac.in/courses/106106139/)
- [Pattern Recognition - IISC Bangalore](http://nptel.ac.in/courses/117108048/) - [Pattern Recognition - IISC Bangalore](https://nptel.ac.in/courses/117108048/)
- [Pattern Recognition and Application - IIT Kharagpur](http://nptel.ac.in/courses/117105101/) - [Pattern Recognition and Application - IIT Kharagpur](https://nptel.ac.in/courses/117105101/)
- [Pattern Recognition - IIT Madras](http://nptel.ac.in/courses/106106046/) - [Pattern Recognition - IIT Madras](https://nptel.ac.in/courses/106106046/)
- [Machine Learning Summer School 2013 - Max Planck Institute for Intelligent Systems Tübingen](https://www.youtube.com/playlist?list=PLqJm7Rc5-EXFv6RXaPZzzlzo93Hl0v91E) - [Machine Learning Summer School 2013 - Max Planck Institute for Intelligent Systems Tübingen](https://www.youtube.com/playlist?list=PLqJm7Rc5-EXFv6RXaPZzzlzo93Hl0v91E)
- [Machine Learning - Professor Kogan (Spring 2016) - Rutgers](https://www.youtube.com/playlist?list=PLauepKFT6DK_1_plY78bXMDj-bshv7UsQ) - [Machine Learning - Professor Kogan (Spring 2016) - Rutgers](https://www.youtube.com/playlist?list=PLauepKFT6DK_1_plY78bXMDj-bshv7UsQ)
- [CS273a: Introduction to Machine Learning](http://sli.ics.uci.edu/Classes/2015W-273a) ([YouTube](https://www.youtube.com/playlist?list=PLkWzaBlA7utJMRi89i9FAKMopL0h0LBMk)) - [CS273a: Introduction to Machine Learning](http://sli.ics.uci.edu/Classes/2015W-273a) ([YouTube](https://www.youtube.com/playlist?list=PLkWzaBlA7utJMRi89i9FAKMopL0h0LBMk))
@ -331,7 +331,7 @@ Courses
- [Data Profiling and Data Cleansing (WS 2014/15) - HPI](https://itunes.apple.com/us/itunes-u/data-profiling-data-cleansing/id938216307) - [Data Profiling and Data Cleansing (WS 2014/15) - HPI](https://itunes.apple.com/us/itunes-u/data-profiling-data-cleansing/id938216307)
- [AM 207 - Stochastic Methods for Data Analysis, Inference and Optimization, Harvard University](http://am207.github.io/2016/index.html) - [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)) - [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](http://nptel.ac.in/courses/106106142/) - [Algorithms for Big Data - IIT Madras](https://nptel.ac.in/courses/106106142/)
- **Probabilistic Graphical Modeling** - **Probabilistic Graphical Modeling**
- [MOOC - Probabilistic Graphical Models - Coursera](https://www.youtube.com/playlist?list=PLvfF4UFg6Ejj6SX-ffw-O4--SPbB9P7eP) - [MOOC - Probabilistic Graphical Models - Coursera](https://www.youtube.com/playlist?list=PLvfF4UFg6Ejj6SX-ffw-O4--SPbB9P7eP)
- [CS 6190 - Probabilistic Modeling, Spring 2016, University of Utah](https://www.youtube.com/playlist?list=PLbuogVdPnkCpvxdF-Gy3gwaBObx7AnQut) - [CS 6190 - Probabilistic Modeling, Spring 2016, University of Utah](https://www.youtube.com/playlist?list=PLbuogVdPnkCpvxdF-Gy3gwaBObx7AnQut)
@ -340,7 +340,7 @@ Courses
- [Probabilistic Models - UNIVERSITY OF HELSINKI](https://www.cs.helsinki.fi/en/courses/582636/2015/K/K/1) - [Probabilistic Models - UNIVERSITY OF HELSINKI](https://www.cs.helsinki.fi/en/courses/582636/2015/K/K/1)
- [Probabilistic Modelling and Reasoning 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/pmr.htm) - [Probabilistic Modelling and Reasoning 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/pmr.htm)
- **Deep Learning** - **Deep Learning**
- [6.S191: Introduction to Deep Learning - MIT](http://introtodeeplearning.com/schedule.html) - [6.S191: Introduction to Deep Learning - MIT](http://introtodeeplearning.com/)
- [Deep Learning CMU](https://www.youtube.com/channel/UC8hYZGEkI2dDO8scT8C5UQA/videos) - [Deep Learning CMU](https://www.youtube.com/channel/UC8hYZGEkI2dDO8scT8C5UQA/videos)
- [Deep learning at Oxford 2015 - Nando de Freitas](https://www.youtube.com/playlist?list=PLE6Wd9FR--EfW8dtjAuPoTuPcqmOV53Fu) - [Deep learning at Oxford 2015 - Nando de Freitas](https://www.youtube.com/playlist?list=PLE6Wd9FR--EfW8dtjAuPoTuPcqmOV53Fu)
- [6.S094: Deep Learning for Self-Driving Cars - MIT](https://www.youtube.com/playlist?list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf) - [6.S094: Deep Learning for Self-Driving Cars - MIT](https://www.youtube.com/playlist?list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)
@ -351,7 +351,7 @@ Courses
- [MOOC - Neural Networks for Machine Learning, Geoffrey Hinton 2016 - Coursera](https://www.youtube.com/playlist?list=PLoRl3Ht4JOcdU872GhiYWf6jwrk_SNhz9) - [MOOC - Neural Networks for Machine Learning, Geoffrey Hinton 2016 - Coursera](https://www.youtube.com/playlist?list=PLoRl3Ht4JOcdU872GhiYWf6jwrk_SNhz9)
- [Stat 946 Deep Learning - University of Waterloo](https://www.youtube.com/playlist?list=PLehuLRPyt1Hyi78UOkMPWCGRxGcA9NVOE) - [Stat 946 Deep Learning - University of Waterloo](https://www.youtube.com/playlist?list=PLehuLRPyt1Hyi78UOkMPWCGRxGcA9NVOE)
- [Neural networks class - Université de Sherbrooke](http://info.usherbrooke.ca/hlarochelle/neural_networks/content.html) ([YouTube](https://www.youtube.com/playlist?list=PL6Xpj9I5qXYEcOhn7TqghAJ6NAPrNmUBH)) - [Neural networks class - Université de Sherbrooke](http://info.usherbrooke.ca/hlarochelle/neural_networks/content.html) ([YouTube](https://www.youtube.com/playlist?list=PL6Xpj9I5qXYEcOhn7TqghAJ6NAPrNmUBH))
- [Neural Networks and Applications - IIT Kharagpur](http://nptel.ac.in/courses/117105084/) - [Neural Networks and Applications - IIT Kharagpur](https://nptel.ac.in/courses/117105084/)
- [Practical Deep Learning For Coders](http://course.fast.ai/lessons/lessons.html) - [Practical Deep Learning For Coders](http://course.fast.ai/lessons/lessons.html)
- [UVA DEEP LEARNING COURSE](http://uvadlc.github.io/#lecture) - [UVA DEEP LEARNING COURSE](http://uvadlc.github.io/#lecture)
- [Nvidia Machine Learning Class](https://www.youtube.com/playlist?list=PLTIkHmXc-7an8xbwhAJX-LQ4D4Uf-ar5I) - [Nvidia Machine Learning Class](https://www.youtube.com/playlist?list=PLTIkHmXc-7an8xbwhAJX-LQ4D4Uf-ar5I)
@ -375,7 +375,7 @@ Courses
- [Informatics 2A - Processing Formal and Natural Languages 2016-17 - University of Edinburgh](http://www.inf.ed.ac.uk/teaching/courses/inf2a/schedule.html) - [Informatics 2A - Processing Formal and Natural Languages 2016-17 - University of Edinburgh](http://www.inf.ed.ac.uk/teaching/courses/inf2a/schedule.html)
- [Computational Cognitive Science 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/ccs.htm) - [Computational Cognitive Science 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/ccs.htm)
- [Accelerated Natural Language Processing 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/anlp.htm) - [Accelerated Natural Language Processing 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/anlp.htm)
- [Natural Language Processing - IIT Bombay](http://nptel.ac.in/courses/106101007/) - [Natural Language Processing - IIT Bombay](https://nptel.ac.in/courses/106101007/)
- **Misc Machine Learning Topics** - **Misc Machine Learning Topics**
- [EE364a: Convex Optimization I - Stanford University](http://web.stanford.edu/class/ee364a/videos.html) - [EE364a: Convex Optimization I - Stanford University](http://web.stanford.edu/class/ee364a/videos.html)
- [CS 6955 - Clustering, Spring 2015, University of Utah](https://www.youtube.com/playlist?list=PLbuogVdPnkCpRvi-qSMCdOwyn4UYoPxTI) - [CS 6955 - Clustering, Spring 2015, University of Utah](https://www.youtube.com/playlist?list=PLbuogVdPnkCpRvi-qSMCdOwyn4UYoPxTI)
@ -390,7 +390,7 @@ Courses
- [10-725 Optimization Fall 2012 - CMU](http://www.cs.cmu.edu/~ggordon/10725-F12/schedule.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)) - [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 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/rl.htm)
- [Reinforcement Learning - IIT Madras](http://nptel.ac.in/courses/106106143/) - [Reinforcement Learning - IIT Madras](https://nptel.ac.in/courses/106106143/)
- [Statistical Rethinking Winter 2015 - Richard McElreath](https://www.youtube.com/playlist?list=PLDcUM9US4XdMdZOhJWJJD4mDBMnbTWw_z) - [Statistical Rethinking Winter 2015 - Richard McElreath](https://www.youtube.com/playlist?list=PLDcUM9US4XdMdZOhJWJJD4mDBMnbTWw_z)
- [Music Information Retrieval - University of Victoria, 2014](http://marsyas.cs.uvic.ca/mirBook/course/) - [Music Information Retrieval - University of Victoria, 2014](http://marsyas.cs.uvic.ca/mirBook/course/)
- [PURDUE Machine Learning Summer School 2011](https://www.youtube.com/playlist?list=PL2A65507F7D725EFB) - [PURDUE Machine Learning Summer School 2011](https://www.youtube.com/playlist?list=PL2A65507F7D725EFB)
@ -404,13 +404,13 @@ Courses
### Computer Networks ### Computer Networks
- [14-740 - Fundamentals of Computer Networks, Fall 2017 - CMU](http://www.ini740.com/F18/index.html#videos) - [14-740 - Fundamentals of Computer Networks, Fall 2017 - CMU](http://www.ini740.com/F18/index.html#videos)
- [Introduction to Computer Networking - Stanford University](https://www.youtube.com/playlist?list=PLb9DZOrm6ibgwCLh3ghsw0Pke13JA3znj) - [CS 144 Introduction to Computer Networking - Stanford University, Fall 2013](https://www.youtube.com/playlist?list=PLvFG2xYBrYAQCyz4Wx3NPoYJOFjvU7g2Z)
- [Computer Communication Networks, Rensselaer Polytechnic Institute - Fall 2001](http://www.ecse.rpi.edu/Homepages/koushik/shivkuma-teaching/video_index.html) ([Videos](http://www.ecse.rpi.edu/Homepages/koushik/shivkuma-teaching/video_index.html#ccn_video)) ([Slides](http://www.ecse.rpi.edu/Homepages/koushik/shivkuma-teaching/video_index.html#ccn_foils)) - [Computer Communication Networks, Rensselaer Polytechnic Institute - Fall 2001](http://www.ecse.rpi.edu/Homepages/koushik/shivkuma-teaching/video_index.html) ([Videos](http://www.ecse.rpi.edu/Homepages/koushik/shivkuma-teaching/video_index.html#ccn_video)) ([Slides](http://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)) - [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) - [Computer Networks, Tanenbaum, Wetherall Computer Networks 5e - Video Lectures](http://media.pearsoncmg.com/ph/streaming/esm/tanenbaum5e_videonotes/tanenbaum_videoNotes.html)
- [CSEP 561 - PMP Network Systems, Fall 2013 - University of Washington](http://courses.cs.washington.edu/courses/csep561/13au/) ([Videos](http://courses.cs.washington.edu/courses/csep561/13au/video/)) - [CSEP 561 - PMP Network Systems, Fall 2013 - University of Washington](http://courses.cs.washington.edu/courses/csep561/13au/) ([Videos](http://courses.cs.washington.edu/courses/csep561/13au/video/))
- [CSEP 561 – Network Systems, Autumn 2008 - University of Washington](http://courses.cs.washington.edu/courses/csep561/08au/) ([Videos](http://courses.cs.washington.edu/courses/csep561/08au/lectures/)) - [CSEP 561 – Network Systems, Autumn 2008 - University of Washington](http://courses.cs.washington.edu/courses/csep561/08au/) ([Videos](http://courses.cs.washington.edu/courses/csep561/08au/lectures/))
- [Computer Networks - IIT Kharagpur](http://nptel.ac.in/courses/106105081/) - [Computer Networks - IIT Kharagpur](https://nptel.ac.in/courses/106105081/)
- [Introduction to Data Communications 2013, Steven Gordon - Thammasat University, Thailand](https://www.youtube.com/playlist?list=PLvifRcqOOwF8u4iC7hFTMVC_WD6SEpnkx) - [Introduction to Data Communications 2013, Steven Gordon - Thammasat University, Thailand](https://www.youtube.com/playlist?list=PLvifRcqOOwF8u4iC7hFTMVC_WD6SEpnkx)
- [Communication Systems - SS 2008 - Universität Freiburg](https://electures.informatik.uni-freiburg.de/portal/web/guest/detail/-/modulnavigation/view/16/2825/) - [Communication Systems - SS 2008 - Universität Freiburg](https://electures.informatik.uni-freiburg.de/portal/web/guest/detail/-/modulnavigation/view/16/2825/)
- [Communication Systems (Telecommunication from ISDN/GSM to VoIP) - WS 2010 - Universität Freiburg](https://electures.informatik.uni-freiburg.de/portal/web/guest/detail/-/modulnavigation/view/3003/10016/) - [Communication Systems (Telecommunication from ISDN/GSM to VoIP) - WS 2010 - Universität Freiburg](https://electures.informatik.uni-freiburg.de/portal/web/guest/detail/-/modulnavigation/view/3003/10016/)
@ -421,16 +421,16 @@ Courses
- [Wireless Sensor Networks - WS 2006 (English) - Universität Freiburg](https://electures.informatik.uni-freiburg.de/portal/web/guest/detail/-/modulnavigation/view/112/4172/) - [Wireless Sensor Networks - WS 2006 (English) - Universität Freiburg](https://electures.informatik.uni-freiburg.de/portal/web/guest/detail/-/modulnavigation/view/112/4172/)
- [Introduction to Complex Networks - RIT](https://www.youtube.com/playlist?list=PLE9AAD550EA21F3DC) - [Introduction to Complex Networks - RIT](https://www.youtube.com/playlist?list=PLE9AAD550EA21F3DC)
- [Structural Analysis and Visualization of Networks](http://www.leonidzhukov.net/hse/2015/networks/) - [Structural Analysis and Visualization of Networks](http://www.leonidzhukov.net/hse/2015/networks/)
- [Data Communication - IIT Kharagpur](http://nptel.ac.in/courses/106105082/) - [Data Communication - IIT Kharagpur](https://nptel.ac.in/courses/106105082/)
- [Error Correcting Codes - IISC Bangalore](http://nptel.ac.in/courses/117108044/) - [Error Correcting Codes - IISC Bangalore](https://nptel.ac.in/courses/117108044/)
- [Information Theory and Coding - IIT Bombay](http://nptel.ac.in/courses/117101053/) - [Information Theory and Coding - IIT Bombay](https://nptel.ac.in/courses/117101053/)
- [Complex Network : Theory and Application - IIT Kharagpur](http://nptel.ac.in/courses/106105154/) - [Complex Network : Theory and Application - IIT Kharagpur](https://nptel.ac.in/courses/106105154/)
- [Advanced 3G and 4G Wireless Mobile Communications - IIT Kanpur](http://nptel.ac.in/courses/117104099/) - [Advanced 3G and 4G Wireless Mobile Communications - IIT Kanpur](https://nptel.ac.in/courses/117104099/)
- [Broadband Networks: Concepts and Technology - IIT Bombay](http://nptel.ac.in/courses/117101050/) - [Broadband Networks: Concepts and Technology - IIT Bombay](https://nptel.ac.in/courses/117101050/)
- [Coding Theory - IIT Madras](http://nptel.ac.in/courses/117106031/) - [Coding Theory - IIT Madras](https://nptel.ac.in/courses/117106031/)
- [Digital Communication - IIT Bombay](http://nptel.ac.in/courses/117101051/) - [Digital Communication - IIT Bombay](https://nptel.ac.in/courses/117101051/)
- [Digital Voice & Picture Communication - IIT Kharagpur](http://nptel.ac.in/courses/117105081/) - [Digital Voice & Picture Communication - IIT Kharagpur](https://nptel.ac.in/courses/117105081/)
- [Wireless Ad Hoc and Sensor Networks - IIT Kharagpur](http://nptel.ac.in/courses/106105160/) - [Wireless Ad Hoc and Sensor Networks - IIT Kharagpur](https://nptel.ac.in/courses/106105160/)
@ -449,14 +449,14 @@ Courses
- [CSE 547 Discrete Mathematics, Prof Skiena, University of Stony Brook](http://www3.cs.stonybrook.edu/~algorith/math-video/) - [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 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](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/dmmr.htm)
- [Discrete Mathematical Structures - IIT Madras](http://nptel.ac.in/courses/106106094/) - [Discrete Mathematical Structures - IIT Madras](https://nptel.ac.in/courses/106106094/)
- [Discrete Structures - Pepperdine University](https://itunes.apple.com/us/course/discrete-structures/id546468789) - [Discrete Structures - Pepperdine University](https://itunes.apple.com/us/course/discrete-structures/id546468789)
- **Probability & Statistics** - **Probability & Statistics**
- [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/) - [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) - [Statistics 110 - Probability - Harvard University](https://www.youtube.com/playlist?list=PL2SOU6wwxB0uwwH80KTQ6ht66KWxbzTIo)
- [MOOC - Statistics: Making Sense of Data, Coursera](http://academictorrents.com/details/a0cbaf3e03e0893085b6fbdc97cb6220896dddf2) - [MOOC - Statistics: Making Sense of Data, Coursera](http://academictorrents.com/details/a0cbaf3e03e0893085b6fbdc97cb6220896dddf2)
- [MOOC - Statistics One - Coursera](https://www.youtube.com/playlist?list=PLycnP7USbo1V3jlyjAzWUB201cLxPq4NP) - [MOOC - Statistics One - Coursera](https://www.youtube.com/playlist?list=PLycnP7USbo1V3jlyjAzWUB201cLxPq4NP)
- [Probability and Random Processes - IIT Kharagpur](http://nptel.ac.in/courses/117105085/) - [Probability and Random Processes - IIT Kharagpur](https://nptel.ac.in/courses/117105085/)
- [MOOC - Statistical Inference - Coursera](https://www.youtube.com/playlist?list=PLgIPpm6tJZoSvrYM54BUqJJ4CWrYeGO40) - [MOOC - Statistical Inference - Coursera](https://www.youtube.com/playlist?list=PLgIPpm6tJZoSvrYM54BUqJJ4CWrYeGO40)
- [131B - Introduction to Probability and Statistics, UCI](https://www.youtube.com/playlist?list=PLqOZ6FD_RQ7k-j-86QUC2_0nEu0QOP-Wy) - [131B - Introduction to Probability and Statistics, UCI](https://www.youtube.com/playlist?list=PLqOZ6FD_RQ7k-j-86QUC2_0nEu0QOP-Wy)
- [STATS 250 - Introduction to Statistics and Data Analysis, UMichigan](https://www.youtube.com/playlist?list=PL432AB57AF9F43D4F) - [STATS 250 - Introduction to Statistics and Data Analysis, UMichigan](https://www.youtube.com/playlist?list=PL432AB57AF9F43D4F)
@ -471,7 +471,7 @@ Courses
- [10-600 Math Background for ML - CMU](https://www.youtube.com/playlist?list=PL7y-1rk2cCsA339crwXMWUaBRuLBvPBCg) - [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/) - [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)) - [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](http://nptel.ac.in/courses/106108051/) - [Combinatorics - IISC Bangalore](https://nptel.ac.in/courses/106108051/)
------------------------- -------------------------
@ -479,8 +479,8 @@ Courses
### Web Programming and Internet Technologies ### Web Programming and Internet Technologies
- [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://live.wdd.io/)
- [CS 75 Building Dynamic Websites - Harvard University](http://cs75.tv/2012/summer/) - [CS 75 Building Dynamic Websites - Harvard University](http://cs75.tv/2012/summer/)
- [Internet Technology - IIT Kharagpur](http://nptel.ac.in/courses/106105084/) - [Internet Technology - IIT Kharagpur](https://nptel.ac.in/courses/106105084/)
- [Introduction to Modern Application Development - IIT Madras](http://nptel.ac.in/courses/106106156/) - [Introduction to Modern Application Development - IIT Madras](https://nptel.ac.in/courses/106106156/)
- [CSE 199 - How the Internet Works, Fall 2016 - University of Buffalo](https://www.youtube.com/playlist?list=PLk97mPCd8nvbxGGfkYkBXrSEvpTc1xTF8) - [CSE 199 - How the Internet Works, Fall 2016 - University of Buffalo](https://www.youtube.com/playlist?list=PLk97mPCd8nvbxGGfkYkBXrSEvpTc1xTF8)
- [Web Search - SS 2006 - Universität Freiburg](https://electures.informatik.uni-freiburg.de/portal/web/guest/detail/-/modulnavigation/view/110/423/) - [Web Search - SS 2006 - Universität Freiburg](https://electures.informatik.uni-freiburg.de/portal/web/guest/detail/-/modulnavigation/view/110/423/)
- [Open Sourced Elective: Database and Rails - Intro to Ruby on Rails, University of Texas](http://www.schneems.com/ut-rails/) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PL7A85FD7803A8CB1F)) - [Open Sourced Elective: Database and Rails - Intro to Ruby on Rails, University of Texas](http://www.schneems.com/ut-rails/) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PL7A85FD7803A8CB1F))
@ -527,15 +527,15 @@ Courses
- [2016 Lectures](https://www.cs.uoregon.edu/research/summerschool/summer16/curriculum.php) - [2016 Lectures](https://www.cs.uoregon.edu/research/summerschool/summer16/curriculum.php)
- [Inf1 - Computation and Logic 2015 - University of Edinburgh](http://www.inf.ed.ac.uk/teaching/courses/inf1/cl/) - [Inf1 - Computation and Logic 2015 - University of Edinburgh](http://www.inf.ed.ac.uk/teaching/courses/inf1/cl/)
- [INFORMATICS 1 - FUNCTIONAL PROGRAMMING - University of Edinburgh](http://www.inf.ed.ac.uk/teaching/courses/inf1/fp/) ([Videos](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/inf1fp.htm)) - [INFORMATICS 1 - FUNCTIONAL PROGRAMMING - University of Edinburgh](http://www.inf.ed.ac.uk/teaching/courses/inf1/fp/) ([Videos](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/inf1fp.htm))
- [Compiler Design - IISC Bangalore](http://nptel.ac.in/courses/106108052/) - [Compiler Design - IISC Bangalore](https://nptel.ac.in/courses/106108052/)
- [Compiler Design - IIT Kanpur](http://nptel.ac.in/courses/106104123/) - [Compiler Design - IIT Kanpur](https://nptel.ac.in/courses/106104123/)
- [Principles of Programming Languages - IIT Delhi](http://nptel.ac.in/courses/106102067/) - [Principles of Programming Languages - IIT Delhi](https://nptel.ac.in/courses/106102067/)
- [Principles of Compiler Design - IISC Bangalore](http://nptel.ac.in/courses/106108113/) - [Principles of Compiler Design - IISC Bangalore](https://nptel.ac.in/courses/106108113/)
- [Functional Programming in Haskell - IIT Madras](http://nptel.ac.in/courses/106106137/) - [Functional Programming in Haskell - IIT Madras](https://nptel.ac.in/courses/106106137/)
- [Theory of Computation - IIT Kanpur](http://nptel.ac.in/courses/106104148/) - [Theory of Computation - IIT Kanpur](https://nptel.ac.in/courses/106104148/)
- [Theory of Automata, Formal Languages and Computation - IIT Madras](http://nptel.ac.in/courses/106106049/) - [Theory of Automata, Formal Languages and Computation - IIT Madras](https://nptel.ac.in/courses/106106049/)
- [Theory of Computation - IIT Kanpur](http://nptel.ac.in/courses/106104028/) - [Theory of Computation - IIT Kanpur](https://nptel.ac.in/courses/106104028/)
- [Logic for CS - IIT Delhi](http://nptel.ac.in/courses/106102013/) - [Logic for CS - IIT Delhi](https://nptel.ac.in/courses/106102013/)
- [Principles of Compiler Design - Swarthmore College](https://www.cs.swarthmore.edu/~jpolitz/cs75/s16/index.html) - [Principles of Compiler Design - Swarthmore College](https://www.cs.swarthmore.edu/~jpolitz/cs75/s16/index.html)
------------------------------- -------------------------------
@ -556,10 +556,10 @@ Courses
- [Embedded Systems using the Renesas RX63N Processor - Version 3 - UNCC](https://www.youtube.com/playlist?list=PLPIqCiMhcdO5gxLJWt_hY5CPMzqg75IU5) - [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) - [ELEC2142 - Embedded Systems Design - UNSW](http://eemedia.ee.unsw.edu.au/ELEC2142/index.htm)
- [Software Engineering for Embedded Systems - WS 2011/12 - iTunes - HPI](https://itunes.apple.com/us/itunes-u/software-engineering-for-embedded/id483124850) - [Software Engineering for Embedded Systems - WS 2011/12 - iTunes - HPI](https://itunes.apple.com/us/itunes-u/software-engineering-for-embedded/id483124850)
- [Embedded Software Testing - IIT Madras](http://nptel.ac.in/courses/117106112/) - [Embedded Software Testing - IIT Madras](https://nptel.ac.in/courses/117106112/)
- [Embedded Systems - IIT Delhi](http://nptel.ac.in/courses/108102045/) - [Embedded Systems - IIT Delhi](https://nptel.ac.in/courses/108102045/)
- [Embedded Systems Design - IIT Kharagpur](http://nptel.ac.in/courses/106105159/) - [Embedded Systems Design - IIT Kharagpur](https://nptel.ac.in/courses/106105159/)
- [ARM Based Development - IIT Madras](http://nptel.ac.in/courses/117106111/) - [ARM Based Development - IIT Madras](https://nptel.ac.in/courses/117106111/)
- [Software Engineering for Self Adaptive Systems - iTunes - HPI](https://itunes.apple.com/us/itunes-u/software-engineering-for-self/id993578475) - [Software Engineering for Self Adaptive Systems - iTunes - HPI](https://itunes.apple.com/us/itunes-u/software-engineering-for-self/id993578475)
- [EE260 Embedded Systems by Robert Paz](https://www.youtube.com/playlist?list=PLnvE9iJk1wvib_pdUPdQGYZrkrmg9mf__) - [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) - [IoT Summer School](https://www.youtube.com/playlist?list=PLHih6DnKQaoYQ5PIT3Tp-UrqUguDYWYQu)
@ -579,8 +579,8 @@ Courses
- [CS 61C - Machine Structures, UC Berkeley](http://www-inst.eecs.berkeley.edu/~cs61c/sp15/) ([Lectures - InfoCoBuild](http://www.infocobuild.com/education/audio-video-courses/computer-science/cs61c-spring2015-berkeley.html)) - [CS 61C - Machine Structures, UC Berkeley](http://www-inst.eecs.berkeley.edu/~cs61c/sp15/) ([Lectures - InfoCoBuild](http://www.infocobuild.com/education/audio-video-courses/computer-science/cs61c-spring2015-berkeley.html))
- [6.004 - Computation Structures Spring 2013, MIT](https://www.youtube.com/playlist?list=PLrRW1w6CGAcXbMtDFj205vALOGmiRc82-) - [6.004 - Computation Structures Spring 2013, MIT](https://www.youtube.com/playlist?list=PLrRW1w6CGAcXbMtDFj205vALOGmiRc82-)
- [CS/ECE 3810 Computer Organization, Fall 2015, , University of Utah](http://www.cs.utah.edu/~rajeev/cs3810/) ([YouTube](https://www.youtube.com/playlist?list=PLm7BxCUdWqZzjZ-jRe73KUfj2GsSS2FPy)) - [CS/ECE 3810 Computer Organization, Fall 2015, , University of Utah](http://www.cs.utah.edu/~rajeev/cs3810/) ([YouTube](https://www.youtube.com/playlist?list=PLm7BxCUdWqZzjZ-jRe73KUfj2GsSS2FPy))
- [Digital Computer Organization - IIT Kharagpur](http://nptel.ac.in/courses/117105078/) - [Digital Computer Organization - IIT Kharagpur](https://nptel.ac.in/courses/117105078/)
- [Computer Organization - IIT Madras](http://nptel.ac.in/courses/106106092/) - [Computer Organization - IIT Madras](https://nptel.ac.in/courses/106106092/)
- [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)) - [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) - [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** - **Computer Architecture**
@ -591,25 +591,25 @@ Courses
- [MOOC - Computer Architecture, David Wentzlaff - Princeton University/Coursera](http://academictorrents.com/details/53bae6d22f3b6e692673f9335e0a0198c1618426) - [MOOC - Computer Architecture, David Wentzlaff - Princeton University/Coursera](http://academictorrents.com/details/53bae6d22f3b6e692673f9335e0a0198c1618426)
- [Computer Architecture - ETH Zürich - Fall 2017](https://www.youtube.com/playlist?list=PL5Q2soXY2Zi9OhoVQBXYFIZywZXCPl4M_) - [Computer Architecture - ETH Zürich - Fall 2017](https://www.youtube.com/playlist?list=PL5Q2soXY2Zi9OhoVQBXYFIZywZXCPl4M_)
- [Digital Circuits and Computer Architecture - ETH Zurich - Spring 2017](https://www.youtube.com/playlist?list=PL5Q2soXY2Zi-IXWTT7xoNYpst5-zdZQ6y) - [Digital Circuits and Computer Architecture - ETH Zurich - Spring 2017](https://www.youtube.com/playlist?list=PL5Q2soXY2Zi-IXWTT7xoNYpst5-zdZQ6y)
- [Computer Architecture - IIT Delhi](http://nptel.ac.in/courses/106102062/) - [Computer Architecture - IIT Delhi](https://nptel.ac.in/courses/106102062/)
- [Computer Architecture - IIT Kanpur](http://nptel.ac.in/courses/106104122/) - [Computer Architecture - IIT Kanpur](https://nptel.ac.in/courses/106104122/)
- [Computer Architecture - IIT Madras](http://nptel.ac.in/courses/106106134/) - [Computer Architecture - IIT Madras](https://nptel.ac.in/courses/106106134/)
- [High Performance Computer Architecture - IIT Kharagpur](http://nptel.ac.in/courses/106105033/) - [High Performance Computer Architecture - IIT Kharagpur](https://nptel.ac.in/courses/106105033/)
- **Parallel Computer Architecture** - **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)) - [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)) - [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))
- [MOOC - Heterogeneous Parallel Programming - Coursera](http://academictorrents.com/details/8903d0871c652b96c7b29db738cea76902d65888) - [MOOC - Heterogeneous Parallel Programming - Coursera](http://academictorrents.com/details/8903d0871c652b96c7b29db738cea76902d65888)
- [ECE 498AL - Programming Massively Parallel Processors](https://nanohub.org/resources/7225) - [ECE 498AL - Programming Massively Parallel Processors](https://nanohub.org/resources/7225)
- [Parallel Computing - IIT Delhi](http://nptel.ac.in/courses/106102114/) - [Parallel Computing - IIT Delhi](https://nptel.ac.in/courses/106102114/)
- [Parallel Architectures 2012/13- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2012/pa.htm) - [Parallel Architectures 2012/13- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2012/pa.htm)
- **Digital Systems Design** - **Digital Systems Design**
- [ELEC2141 Digital Circuit Design, UNSW](https://www.youtube.com/playlist?list=PLB52B8F4E464CEEF7) - [ELEC2141 Digital Circuit Design, UNSW](https://www.youtube.com/playlist?list=PLB52B8F4E464CEEF7)
- [Digital Systems Design - IIT Kharagpur](http://nptel.ac.in/courses/117105080/) - [Digital Systems Design - IIT Kharagpur](https://nptel.ac.in/courses/117105080/)
- [Digital Design Course - 2015 - UNCC](https://www.youtube.com/playlist?list=PLPIqCiMhcdO7bBmieyG5u41x2Ogcn67Bs) - [Digital Design Course - 2015 - UNCC](https://www.youtube.com/playlist?list=PLPIqCiMhcdO7bBmieyG5u41x2Ogcn67Bs)
- [CS1 - Higher Computing - Richard Buckland UNSW](https://www.youtube.com/playlist?list=PL6B940F08B9773B9F) - [CS1 - Higher Computing - Richard Buckland UNSW](https://www.youtube.com/playlist?list=PL6B940F08B9773B9F)
- [MOOC - From NAND to TetrisBuilding a Modern Computer From First Principles](http://www.nand2tetris.org/course.php) ([YouTube](https://www.youtube.com/playlist?list=PLNMIACtpT9BfztU0P92qlw8Gd4vxvvfT1)) - [MOOC - From NAND to TetrisBuilding a Modern Computer From First Principles](http://www.nand2tetris.org/course.php) ([YouTube](https://www.youtube.com/playlist?list=PLNMIACtpT9BfztU0P92qlw8Gd4vxvvfT1))
- [System Validation, TU Delft](https://ocw.tudelft.nl/courses/system-validation/) - [System Validation, TU Delft](https://ocw.tudelft.nl/courses/system-validation/)
- [High Performance Computing - IISC Bangalore](http://nptel.ac.in/courses/106108055/) - [High Performance Computing - IISC Bangalore](https://nptel.ac.in/courses/106108055/)
- [Introduction to ARM - Open SecurityTraining](https://www.youtube.com/playlist?list=PLUFkSN0XLZ-n91t_AX5zO007Giz1INwPd) - [Introduction to ARM - Open SecurityTraining](https://www.youtube.com/playlist?list=PLUFkSN0XLZ-n91t_AX5zO007Giz1INwPd)
- [Intro x86 (32 bit) - Open SecurityTraining](https://www.youtube.com/playlist?list=PL038BE01D3BAEFDB0) - [Intro x86 (32 bit) - Open SecurityTraining](https://www.youtube.com/playlist?list=PL038BE01D3BAEFDB0)
- [Intermediate x86 (32 bit) - Open SecurityTraining](https://www.youtube.com/playlist?list=PL8F8D45D6C1FFD177) - [Intermediate x86 (32 bit) - Open SecurityTraining](https://www.youtube.com/playlist?list=PL8F8D45D6C1FFD177)
@ -624,10 +624,10 @@ Courses
- [Introduction to Cryptography, Christof Paar - Ruhr University Bochum, Germany](https://www.youtube.com/playlist?list=PLwJWuZfL_Ga2KJrTf9hOIgAQWkSpn9RNm) - [Introduction to Cryptography, Christof Paar - Ruhr University Bochum, Germany](https://www.youtube.com/playlist?list=PLwJWuZfL_Ga2KJrTf9hOIgAQWkSpn9RNm)
- [ECS235B Foundations of Computer and Information Security - UC Davis](https://itunes.apple.com/us/itunes-u/computer-science-foundations/id389259109) - [ECS235B Foundations of Computer and Information Security - UC Davis](https://itunes.apple.com/us/itunes-u/computer-science-foundations/id389259109)
- [CIS 4930/ CIS 5930 - Offensive Computer Security, Florida State University](http://www.cs.fsu.edu/~redwood/OffensiveComputerSecurity/lectures.html) - [CIS 4930/ CIS 5930 - Offensive Computer Security, Florida State University](http://www.cs.fsu.edu/~redwood/OffensiveComputerSecurity/lectures.html)
- [Introduction to Information Security I - IIT Madras](http://nptel.ac.in/courses/106106129/) - [Introduction to Information Security I - IIT Madras](https://nptel.ac.in/courses/106106129/)
- [Information Security - II - IIT Madras](http://nptel.ac.in/courses/106106141/) - [Information Security - II - IIT Madras](https://nptel.ac.in/courses/106106141/)
- [Introduction to Cryptology - IIT Roorkee](http://nptel.ac.in/courses/106107155/) - [Introduction to Cryptology - IIT Roorkee](https://nptel.ac.in/courses/106107155/)
- [Cryptography and Network Security - IIT Kharagpur](http://nptel.ac.in/courses/106105031/) - [Cryptography and Network Security - IIT Kharagpur](https://nptel.ac.in/courses/106105031/)
- [18-636 Browser Security, Stanford](https://courseware.stanford.edu/pg/courses/334553/18636-spring-2013) - [18-636 Browser Security, Stanford](https://courseware.stanford.edu/pg/courses/334553/18636-spring-2013)
- [Internet Security - Weaknesses and Targets (WT 2015/16)](https://www.tele-task.de/archive/series/overview/1084/) ([WT 2012/13](https://www.tele-task.de/archive/series/overview/921/) ([YouTube](https://www.youtube.com/playlist?list=PLVWVhkyKd-7taP50fB9PeZ2W_EPTOLD8o))) - [Internet Security - Weaknesses and Targets (WT 2015/16)](https://www.tele-task.de/archive/series/overview/1084/) ([WT 2012/13](https://www.tele-task.de/archive/series/overview/921/) ([YouTube](https://www.youtube.com/playlist?list=PLVWVhkyKd-7taP50fB9PeZ2W_EPTOLD8o)))
- [IT Security, Steven Gordon - Thammasat University, Thailand](https://www.youtube.com/playlist?list=PLvifRcqOOwF9-XSGfm-3uA9DfF7plasCF) - [IT Security, Steven Gordon - Thammasat University, Thailand](https://www.youtube.com/playlist?list=PLvifRcqOOwF9-XSGfm-3uA9DfF7plasCF)
@ -636,7 +636,7 @@ Courses
- [MOOC - Cryptography - Coursera](https://www.youtube.com/playlist?list=PL3F2F89F4CD1E1DF4) - [MOOC - Cryptography - Coursera](https://www.youtube.com/playlist?list=PL3F2F89F4CD1E1DF4)
- [MOOC - Intro to Information Security - Udacity](https://www.youtube.com/playlist?list=PLAwxTw4SYaPkG-z00NybuIyDqT4sRh3ak) - [MOOC - Intro to Information Security - Udacity](https://www.youtube.com/playlist?list=PLAwxTw4SYaPkG-z00NybuIyDqT4sRh3ak)
- [ICS 444 - Computer & Network Security](https://www.youtube.com/playlist?list=PLciCszvvRCTV09wIXJwiPmYF7thHiq4En) - [ICS 444 - Computer & Network Security](https://www.youtube.com/playlist?list=PLciCszvvRCTV09wIXJwiPmYF7thHiq4En)
- [Privacy and Security in Online Social Networks - IIT Madras](http://nptel.ac.in/courses/106106146/) - [Privacy and Security in Online Social Networks - IIT Madras](https://nptel.ac.in/courses/106106146/)
- [Malware Dynamic Analysis - Open SecurityTraining](http://opensecuritytraining.info/MalwareDynamicAnalysis.html) ([YouTube](https://www.youtube.com/playlist?list=PLUFkSN0XLZ-kqYbGpY4Gt_VATd4ytQg-Z)) - [Malware Dynamic Analysis - Open SecurityTraining](http://opensecuritytraining.info/MalwareDynamicAnalysis.html) ([YouTube](https://www.youtube.com/playlist?list=PLUFkSN0XLZ-kqYbGpY4Gt_VATd4ytQg-Z))
------- -------
@ -645,8 +645,8 @@ Courses
- [CS184 - Computer Graphics, Fall 2012 - UC Berkeley](http://inst.eecs.berkeley.edu/~cs184/fa12/onlinelectures.html) - [CS184 - Computer Graphics, Fall 2012 - UC Berkeley](http://inst.eecs.berkeley.edu/~cs184/fa12/onlinelectures.html)
- [ECS 175 - Computer Graphics, Fall 2009 - UC Davis](https://itunes.apple.com/us/itunes-u/computer-graphics-fall-2009/id457893733?mt=10) - [ECS 175 - Computer Graphics, Fall 2009 - UC Davis](https://itunes.apple.com/us/itunes-u/computer-graphics-fall-2009/id457893733?mt=10)
- [Introduction to Computer Graphics - IIT Delhi](http://nptel.ac.in/courses/106102065/) - [Introduction to Computer Graphics - IIT Delhi](https://nptel.ac.in/courses/106102065/)
- [Computer Graphics - IIT Madras](http://nptel.ac.in/courses/106106090/) - [Computer Graphics - IIT Madras](https://nptel.ac.in/courses/106106090/)
- [Computer Graphics 2012, Wolfgang Huerst, Utrecht University](https://www.youtube.com/playlist?list=PLDFA8FCF0017504DE) - [Computer Graphics 2012, Wolfgang Huerst, Utrecht University](https://www.youtube.com/playlist?list=PLDFA8FCF0017504DE)
- [CS 5630/6630 - Visualization, Fall 2016, University of Utah](http://dataviscourse.net/2016/index.html) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLbuogVdPnkCpQY3miQpTJtnHgCLze2lr0)) - [CS 5630/6630 - Visualization, Fall 2016, University of Utah](http://dataviscourse.net/2016/index.html) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLbuogVdPnkCpQY3miQpTJtnHgCLze2lr0))
- [Advanced Visualization UC Davis](https://www.youtube.com/playlist?list=PLslgisHe5tBNnySlj9TlL-n-4jNEK-xgi) - [Advanced Visualization UC Davis](https://www.youtube.com/playlist?list=PLslgisHe5tBNnySlj9TlL-n-4jNEK-xgi)
@ -656,7 +656,7 @@ Courses
- [Ray Tracing for Global Illumination, UCDavis](https://www.youtube.com/playlist?list=PLslgisHe5tBPckSYyKoU3jEA4bqiFmNBJ) - [Ray Tracing for Global Illumination, UCDavis](https://www.youtube.com/playlist?list=PLslgisHe5tBPckSYyKoU3jEA4bqiFmNBJ)
- [Rendering / Ray Tracing Course, SS 2015 - TU Wien](https://www.youtube.com/playlist?list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi) - [Rendering / Ray Tracing Course, SS 2015 - TU Wien](https://www.youtube.com/playlist?list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi)
- [ECS 178 Introduction to Geometric Modeling, Fall 2012, UC Davis](http://graphics.cs.ucdavis.edu/~joy/ecs178/Units.html) ([iTunes](https://itunes.apple.com/us/itunes-u/computer-science-introduction/id389259246)) - [ECS 178 Introduction to Geometric Modeling, Fall 2012, UC Davis](http://graphics.cs.ucdavis.edu/~joy/ecs178/Units.html) ([iTunes](https://itunes.apple.com/us/itunes-u/computer-science-introduction/id389259246))
- [Computational Geometry - IIT Delhi](http://nptel.ac.in/courses/106102011/) - [Computational Geometry - IIT Delhi](https://nptel.ac.in/courses/106102011/)
- [CS 468 - Differential Geometry for Computer Science - Stanford University](http://graphics.stanford.edu/courses/cs468-13-spring/schedule.html) - [CS 468 - Differential Geometry for Computer Science - Stanford University](http://graphics.stanford.edu/courses/cs468-13-spring/schedule.html)
------- -------
@ -665,7 +665,7 @@ Courses
- [MOOC - Digital Image procesing - Duke/Coursera](https://www.youtube.com/playlist?list=PLZ9qNFMHZ-A79y1StvUUqgyL-O0fZh2rs) - [MOOC - Digital Image procesing - Duke/Coursera](https://www.youtube.com/playlist?list=PLZ9qNFMHZ-A79y1StvUUqgyL-O0fZh2rs)
- [Computer Vision 2011 - EPFL, Switzerland](http://www.klewel.com/conferences/epfl-computer-vision/) - [Computer Vision 2011 - EPFL, Switzerland](http://www.klewel.com/conferences/epfl-computer-vision/)
- [Digital Image Processing - IIT Kharagpur](http://nptel.ac.in/courses/117105079/) - [Digital Image Processing - IIT Kharagpur](https://nptel.ac.in/courses/117105079/)
- [Image Processing and Analysis - UC Davis](https://www.youtube.com/playlist?list=PLA64AFAE28B8DD0FD) - [Image Processing and Analysis - UC Davis](https://www.youtube.com/playlist?list=PLA64AFAE28B8DD0FD)
- [CAP 5415 - Computer Vision - University of Central Florida](http://crcv.ucf.edu/courses/CAP5415/Fall2014/index.php) - [CAP 5415 - Computer Vision - University of Central Florida](http://crcv.ucf.edu/courses/CAP5415/Fall2014/index.php)
- [EE225B - Digital Image Processing, Spring 2014 - UC Berkeley](https://inst.eecs.berkeley.edu/~ee225b/sp14/) ([Videos - Spring 2006](http://www-video.eecs.berkeley.edu/~avz/video_225b.html)) - [EE225B - Digital Image Processing, Spring 2014 - UC Berkeley](https://inst.eecs.berkeley.edu/~ee225b/sp14/) ([Videos - Spring 2006](http://www-video.eecs.berkeley.edu/~avz/video_225b.html))
@ -680,12 +680,11 @@ Courses
- [Advanced Vision 2014 - University of Edinburgh](http://homepages.inf.ed.ac.uk/rbf/AVINVERTED/main_av.htm) - [Advanced Vision 2014 - University of Edinburgh](http://homepages.inf.ed.ac.uk/rbf/AVINVERTED/main_av.htm)
- [Photogrammetry Course - 2015/16 - University of Bonn, Germany](https://www.youtube.com/playlist?list=PLgnQpQtFTOGRsi5vzy9PiQpNWHjq-bKN1) - [Photogrammetry Course - 2015/16 - University of Bonn, Germany](https://www.youtube.com/playlist?list=PLgnQpQtFTOGRsi5vzy9PiQpNWHjq-bKN1)
- [MOOC - Introduction to Computer Vision - Udacity](https://www.youtube.com/playlist?list=PLAwxTw4SYaPnbDacyrK_kB_RUkuxQBlCm) - [MOOC - Introduction to Computer Vision - Udacity](https://www.youtube.com/playlist?list=PLAwxTw4SYaPnbDacyrK_kB_RUkuxQBlCm)
- [Biometrics - IIT Kanpur](http://nptel.ac.in/courses/106104119/) - [Biometrics - IIT Kanpur](https://nptel.ac.in/courses/106104119/)
-------------------------------- --------------------------------
### Computational Biology ### Computational Biology
- [Skiena's Computational Biology Lectures](http://www.algorist.com/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)) - [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))
- [7.32 Systems Biology, Fall 2014 - MIT OCW](https://ocw.mit.edu/courses/physics/8-591j-systems-biology-fall-2014/) - [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/biology/7-91j-foundations-of-computational-and-systems-biology-spring-2014/video-lectures/)
@ -718,9 +717,8 @@ Courses
- [Modern Robotics - Twente University](https://www.youtube.com/playlist?list=PLrwuNGSwGLHdRZPGjoYchMGzTo1fE1kSL) - [Modern Robotics - Twente University](https://www.youtube.com/playlist?list=PLrwuNGSwGLHdRZPGjoYchMGzTo1fE1kSL)
- [Introduction to Vision and Robotics 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/ivr.htm) - [Introduction to Vision and Robotics 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/ivr.htm)
- [ME 597 – Autonomous Mobile Robotics – Fall 2014 - U Waterloo](http://wavelab.uwaterloo.ca/?page_id=267) - [ME 597 – Autonomous Mobile Robotics – Fall 2014 - U Waterloo](http://wavelab.uwaterloo.ca/?page_id=267)
- [NEURONAL DYNAMICS APPROACHES TO COGNITIVE ROBOTICS - Ruhr-Universität Bochum, Germany](http://roboticsschool.ini.rub.de/lectures.php)
- [METR 4202/7202 -- Robotics & Automation - University of Queensland](http://robotics.itee.uq.edu.au/~metr4202/lectures.html) - [METR 4202/7202 -- Robotics & Automation - University of Queensland](http://robotics.itee.uq.edu.au/~metr4202/lectures.html)
- [Robotics - IIT Bombay](http://nptel.ac.in/courses/112101099/) - [Robotics - IIT Bombay](https://nptel.ac.in/courses/112101099/)
- [Introduction to Machine Vision](https://www.youtube.com/playlist?list=PL1pxneANaikCO1-Z0XTaljLR3SE8tgRXY) - [Introduction to Machine Vision](https://www.youtube.com/playlist?list=PL1pxneANaikCO1-Z0XTaljLR3SE8tgRXY)
- [Introduction to Mobile Robotics - SS 2017 - University of Freiburg](http://ais.informatik.uni-freiburg.de/teaching/ss17/robotics/) - [Introduction to Mobile Robotics - SS 2017 - University of Freiburg](http://ais.informatik.uni-freiburg.de/teaching/ss17/robotics/)
- [Robot Mapping - WS 2015/16 - Universität Freiburg](http://ais.informatik.uni-freiburg.de/teaching/ws15/mapping/) - [Robot Mapping - WS 2015/16 - Universität Freiburg](http://ais.informatik.uni-freiburg.de/teaching/ws15/mapping/)
@ -751,8 +749,8 @@ Courses
- [Introduction to Spatial Data Science, Autumn 2016, University of Chicago](https://www.youtube.com/playlist?list=PLzREt6r1Nenkr2vtYgbP4hs44HO_s_qEO) - [Introduction to Spatial Data Science, Autumn 2016, University of Chicago](https://www.youtube.com/playlist?list=PLzREt6r1Nenkr2vtYgbP4hs44HO_s_qEO)
- [Spatial Regression Analysis, Spring 2017, University of Chicago](https://www.youtube.com/playlist?list=PLzREt6r1Nenkk7x197-CKPFZ0BuAOCRGT) - [Spatial Regression Analysis, Spring 2017, University of Chicago](https://www.youtube.com/playlist?list=PLzREt6r1Nenkk7x197-CKPFZ0BuAOCRGT)
- [Spatial Data Science, Autumn 2017, University of Chicago](https://www.youtube.com/playlist?list=PLzREt6r1Nenlu-MBaxCRL2KZNk62n7o1g) - [Spatial Data Science, Autumn 2017, University of Chicago](https://www.youtube.com/playlist?list=PLzREt6r1Nenlu-MBaxCRL2KZNk62n7o1g)
- [Introduction to Geographic Information Systems - IIT Roorkee](http://nptel.ac.in/courses/105107155/) - [Introduction to Geographic Information Systems - IIT Roorkee](https://nptel.ac.in/courses/105107155/)
- [SCICOMP - An Introduction to Efficient Scientific Computation, Universität Bremen](http://mlecture.uni-bremen.de/ml/index.php?option=com_content&view=article&id=233) ([Lectures - Youtube](https://www.youtube.com/user/fillwithlight/videos)) - [SCICOMP - An Introduction to Efficient Scientific Computation, Universität Bremen](http://mlecture.uni-bremen.de/ml/index.php?option=com_content&view=article&id=233)
- [CS E-259 XML with Java, Java Servlet, and JSP - Harvard](http://cs259.tv/2007/fall/) - [CS E-259 XML with Java, Java Servlet, and JSP - Harvard](http://cs259.tv/2007/fall/)
- [CSE 40373 - Spr 2009: Multimedia Systems](https://www.youtube.com/view_play_list?p=0105F1427EFAEE0A) - [CSE 40373 - Spr 2009: Multimedia Systems](https://www.youtube.com/view_play_list?p=0105F1427EFAEE0A)
- [Exposing Digital Photography - Harvard Extension School](http://tv.digitalphotography.exposed/2010/fall/) - [Exposing Digital Photography - Harvard Extension School](http://tv.digitalphotography.exposed/2010/fall/)
@ -762,9 +760,9 @@ Courses
- [Linux Implementation/Administration Practicum - Redhat by Tulio Llosa](https://itunes.apple.com/us/itunes-u/linux-implementation-administration/id430673915) - [Linux Implementation/Administration Practicum - Redhat by Tulio Llosa](https://itunes.apple.com/us/itunes-u/linux-implementation-administration/id430673915)
- [SIMS 141 - Search Engines - Fall 2005 UCBerkeley](https://www.youtube.com/view_play_list?p=1777A89066B1D71D) - [SIMS 141 - Search Engines - Fall 2005 UCBerkeley](https://www.youtube.com/view_play_list?p=1777A89066B1D71D)
- [Innovative Computing - Harvard University](https://www.youtube.com/course?list=ECE3E96113F544495A) - [Innovative Computing - Harvard University](https://www.youtube.com/course?list=ECE3E96113F544495A)
- [Linux Programming & Scripting - IIT Madras](http://nptel.ac.in/courses/117106113/) - [Linux Programming & Scripting - IIT Madras](https://nptel.ac.in/courses/117106113/)
- [Model Checking - IIT Madras](http://nptel.ac.in/courses/106106136/) - [Model Checking - IIT Madras](https://nptel.ac.in/courses/106106136/)
- [Virtual Reality - IIT Madras](http://nptel.ac.in/courses/106106138/) - [Virtual Reality - IIT Madras](https://nptel.ac.in/courses/106106138/)
- [CS 195 - Social Implications of Computing, Spring 2015 - UC Berkeley](http://inst.eecs.berkeley.edu/~cs195/sp15/) ([YouTube](https://www.youtube.com/playlist?list=PL-XXv-cvA_iAmCxqGV1Px2pKchYfozH-e)) - [CS 195 - Social Implications of Computing, Spring 2015 - UC Berkeley](http://inst.eecs.berkeley.edu/~cs195/sp15/) ([YouTube](https://www.youtube.com/playlist?list=PL-XXv-cvA_iAmCxqGV1Px2pKchYfozH-e))
- [Spatial Databases and Geographic Information Systems - Technische Universität Braunschweig, Germany (in German)](http://www.ifis.cs.tu-bs.de/teaching/ws-1617/gis) - [Spatial Databases and Geographic Information Systems - Technische Universität Braunschweig, Germany (in German)](http://www.ifis.cs.tu-bs.de/teaching/ws-1617/gis)

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