## 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.

---

## Table of Contents

- [Introduction to Computer Science](#introduction-to-computer-science)
- [Data Structures and Algorithms](#data-structures-and-algorithms)
- [Systems Programming](#systems-programming)
- [Database Systems](#database-systems)
- [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)
- [Theoretical CS and Programming Languages](#theoretical-cs-and-programming-languages)
- [Embedded Systems](#embedded-systems)
- [Real time system evaluation](#real-time-system-evaluation)
- [Computer Organization and Architecture](#computer-organization-and-architecture)
- [Security](#security)
- [Computer Graphics](#computer-graphics)
- [Image Processing and Computer Vision](#image-processing-and-computer-vision)
- [Computational Biology](#computational-biology)
- [Quantum Computing](#quantum-computing)
- [Robotics](#robotics)
- [Computational Finance](#computational-finance)
- [Blockchain Development](#blockchain-development)
- [Misc](#misc)

## Courses

### Introduction to Computer Science

<details><summary>
Click to see the resource list
</summary><div>
<ul>
<li><a href="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</a></li>
<li><a href="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</a></li>
<li><a href="https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-001-structure-and-interpretation-of-computer-programs-spring-2005/video-lectures">6.001 - Structure and Interpretation of Computer Programs, MIT</a></li>
<li><a href="https://online-learning.harvard.edu/course/cs50-introduction-computer-science">CS 50 - Introduction to Computer Science, Harvard University</a> (<a href="http://cs50.tv/2017/fall/">cs50.tv</a>)</li>
<li><a href="https://cs61a.org/">CS 61A - Structure and Interpretation of Computer Programs [Python], UC Berkeley</a></li>
<li><a href="https://www.youtube.com/channel/UC7dEjIUwSxSNcW4PqNRQW8w/playlists?view=1&amp;flow=grid&amp;sort=da">CPSC 110 - Systematic Program Design [Racket], University of British Columbia</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLhQjrBD2T382p8amnvUp1rws1p7n7gJ2p">CS50&#39;s Understanding Technology</a></li>
<li><a href="https://courses.cs.washington.edu/courses/cse142/16sp/calendar.shtml">CSE 142 Computer Programming I (Java Programming), Spring 2016 - University of Washington</a></li>
<li><a href="https://www.cc.gatech.edu/classes/AY2016/cs1301c_fall/">CS 1301 Intro to computing - Gatech</a></li>
<li><a href="https://see.stanford.edu/Course/CS106A">CS 106A - Programming Methodology, Stanford University</a> (<a href="https://www.youtube.com/playlist?list=PL84A56BC7F4A1F852">Lecture Videos</a>)</li>
<li><a href="https://see.stanford.edu/Course/CS106B">CS 106B - Programming Abstractions, Stanford University</a> (<a href="https://www.youtube.com/playlist?list=PLnfg8b9vdpLn9exZweTJx44CII1bYczuk">Lecture Videos</a>)</li>
<li><a href="http://web.stanford.edu/class/cs106x/">CS 106X - Programming Abstractions in C++</a> (<a href="https://www.youtube.com/playlist?list=PLrivl8gTKLcpIJ-ktHCxMEgWOn8LawYhb">Lecture Videos</a>)</li>
<li><a href="https://see.stanford.edu/Course/CS107">CS 107 - Programming Paradigms, Stanford University</a></li>
<li><a href="http://ProgramArcadeGames.com">CmSc 150 - Introduction to Programming with Arcade Games, Simpson College</a></li>
<li><a href="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</a></li>
<li><a href="https://ocw.tudelft.nl/courses/introduction-to-functional-programming/">FP 101x - Introduction to Functional Programming, TU Delft</a></li>
<li><a href="https://nptel.ac.in/courses/106104074/">Introduction to Problem Solving and Programming - IIT Kanpur</a></li>
<li><a href="https://nptel.ac.in/courses/106104128/">Introduction to programming in C - IIT Kanpur</a></li>
<li><a href="https://nptel.ac.in/courses/106105151/">Programming in C++ - IIT Kharagpur</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLKW2Azk23ZtSeBcvJi0JnL7PapedOvwz9">Python Boot Camp Fall 2016 - Berkeley Institute for Data Science (BIDS)</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLAwxTw4SYaPmjFQ2w9j05WDX8Jtg5RXWW">CS 101 - Introduction to Computer Science - Udacity</a></li>
<li><a href="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</a></li>
<li><a href="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</a></li>
<li><a href="https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-01sc-introduction-to-electrical-engineering-and-computer-science-i-spring-2011/">6.01SC - Introduction to Electrical Engineering and Computer Science I - MIT OCW</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLgnQpQtFTOGR50iIOtO36nK6aNPtVq98C">Modern C++ Course (2018) - Bonn University</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLgnQpQtFTOGRM59sr3nSL8BmeMZR9GCIA">Modern C++ (Lecture &amp; Tutorials, 2020, Vizzo &amp; Stachniss) - University of Bonn</a></li>
</ul>

</div></details>

---

### Data Structures and Algorithms

<details><summary>
Click to see the resource list
</summary><div>
<ul>
<li><a href="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</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLXFMmlk03Dt7Q0xr1PIAriY5623cKiH7V">Algorithms: Design and Analysis 1 - Stanford University</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLXFMmlk03Dt5EMI2s2WQBsLsZl7A5HEK6">Algorithms: Design and Analysis 2 - Stanford University</a></li>
<li><a href="https://www.youtube.com/watch?v=1QZDe28peZk&amp;list=PLRdD1c6QbAqJn0606RlOR6T3yUqFWKwmX&amp;index=1">COS 226 Algorithms, Youtube, Princeton - by Robert Sedgewick and Kevin Wayne</a></li>
<li><a href="http://www-student.cse.buffalo.edu/~atri/cse331/fall17/index.html">CSE 331 Introduction to Algorithm Design and Analysis, SUNY University at Buffalo, NY - Fall 2017</a> (<a href="https://www.youtube.com/playlist?list=PLZBCR-EGqNpoiHeO17FlLADJ38Kb3EiPU">Lectures</a>) (<a href="https://www.youtube.com/playlist?list=PLZBCR-EGqNpoVyQCIUDHiXnL-zdFD_ixk">Homework Walkthroughs</a>)</li>
<li><a href="http://www.cs.sunysb.edu/~algorith/video-lectures/">CSE 373 - Analysis of Algorithms, Stony Brook - Prof Skiena</a></li>
<li><a href="http://www.cise.ufl.edu/~sahni/cop3530/">COP 3530 Data Structures and Algorithms, Prof Sahni, UFL</a> (<a href="http://www.cise.ufl.edu/academics/courses/preview/cop3530sahni/">Videos</a>)</li>
<li><a href="https://cs.illinois.edu/courses/profile/CS225">CS225 - Data Structures - University of Illinois at Urbana-Champaign</a>(<a href="https://www.youtube.com/playlist?list=PLRdSp8jtJxBqG3KNQPKKB-0Z2hh9omoDo">Video lectures</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLE621E25B3BF8B9D1">CS2 - Data Structures and Algorithms - Richard Buckland - UNSW</a></li>
<li><a href="https://itunes.apple.com/us/course/data-structures/id546468797">Data Structures - Pepperdine University</a></li>
<li><a href="http://openclassroom.stanford.edu/MainFolder/CoursePage.php?course=IntroToAlgorithms">CS 161 - Design and Analysis of Algorithms, Prof. Tim Roughgarden, Stanford University</a></li>
<li><a href="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</a></li>
<li><a href="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</a></li>
<li><a href="https://courses.engr.illinois.edu/cs473/sp2016/lectures.html">CS 473 - Algorithms - University of Illinois at Urbana-Champaign</a> (<a href="http://jeffe.cs.illinois.edu/teaching/algorithms/">Notes - Jeff Erickson</a>) (<a href="https://www.youtube.com/playlist?list=PL0v718LJg-78SFq81e4kJh_rS8XbKZ7Kn">YouTube</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PL07B3F10B48592010">COMP300E - Programming Challenges, Prof Skiena, Hong Kong University of Science and Technology - 2009</a></li>
<li><a href="http://www.cs.virginia.edu/~shelat/16s-4102/">16s-4102 - Algorithms, University of Virginia</a> (<a href="https://www.youtube.com/channel/UCxXYk53cSZof2bR_Ax0uJYQ/videos">Youtube</a>)</li>
<li><a href="https://cs170.org/">CS 170 Algorithms - UCBerkeley</a> <a href="https://www.youtube.com/watch?v=fd5P-8IQwMY&amp;list=PLkFD6_40KJIx8lWWbE-Uk069aZ1R-W-VU&amp;index=2&amp;t=0s">Fall 2018, Youtube</a> <a href="https://www.bilibili.com/video/av43955743/?p=1">Fall 2018,Bilibili</a> <a href="https://www.bilibili.com/video/av26670685/">2013 Bilibili</a></li>
<li><a href="http://web.cs.ucdavis.edu/~gusfield/cs122f10/videolist.html">ECS 122A - Algorithm Design and Analysis, UC Davis</a></li>
<li><a href="https://courses.cs.washington.edu/courses/csep521/13wi/">CSEP 521 - Applied Algorithms, Winter 2013 - University of Washington</a> (<a href="https://courses.cs.washington.edu/courses/csep521/13wi/video/">Videos</a>)</li>
<li><a href="https://nptel.ac.in/courses/106102064/">Data Structures And Algorithms - IIT Delhi</a></li>
<li><a href="https://nptel.ac.in/courses/106101060/">Design and Analysis of Algorithms - IIT Bombay</a></li>
<li><a href="https://nptel.ac.in/courses/106106127/">Programming, Data Structures and Algorithms - IIT Madras</a></li>
<li><a href="https://nptel.ac.in/courses/106106131/">Design and Analysis of Algorithms - IIT Madras</a></li>
<li><a href="https://nptel.ac.in/courses/106105157/">Fundamental Algorithms:Design and Analysis - IIT Kharagpur</a></li>
<li><a href="https://nptel.ac.in/courses/106105085/">Programming and Data Structure - IIT Kharagpur</a></li>
<li><a href="https://nptel.ac.in/courses/106106133/">Programming, Data structures and Algorithms - IIT Madras</a></li>
<li><a href="https://nptel.ac.in/courses/106106145/">Programming, Data Structures and Algorithms in Python - IIT Madras</a></li>
<li><a href="https://nptel.ac.in/courses/106106130/">Programming and Data structures (PDS) - IIT Madras</a></li>
<li><a href="http://www.cise.ufl.edu/~sahni/cop5536/index.html">COP 5536 Advanced Data Structures, Prof Sahni - UFL</a> (<a href="http://www.cise.ufl.edu/academics/courses/preview/cop5536sahni/">Videos</a>)</li>
<li><a href="http://theory.stanford.edu/~tim/w16/w16.html">CS 261 - A Second Course in Algorithms, Stanford University</a> (<a href="https://www.youtube.com/playlist?list=PLEGCF-WLh2RJh2yDxlJJjnKswWdoO8gAc">Youtube</a>)</li>
<li><a href="http://groups.inf.ed.ac.uk/vision/VIDEO/2013/inf2b-adsl.htm">Informatics 2B - Algorithms, Data Structures and Learning- University of Edinburgh</a></li>
<li><a href="http://people.seas.harvard.edu/~minilek/cs224/fall14/index.html">CS 224 - Advanced Algorithms, Harvard University</a> (<a href="http://people.seas.harvard.edu/~minilek/cs224/fall14/lec.html">Lecture Videos</a>) (<a href="https://www.youtube.com/playlist?list=PL2SOU6wwxB0uP4rJgf5ayhHWgw7akUWSf">Youtube</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLbuogVdPnkCp8X9FHOglnLqFjyvqGLftx">CS 6150 - Advanced Algorithms (Fall 2016), University of Utah</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLbuogVdPnkCqS9Z419eky9m6gJP7zfhO9">CS 6150 - Advanced Algorithms (Fall 2017), University of Utah</a></li>
<li><a href="http://web.cs.ucdavis.edu/~gusfield/cs222f07/videolist.html">ECS 222A - Graduate Level Algorithm Design and Analysis, UC Davis</a></li>
<li><a href="http://courses.csail.mit.edu/6.851/spring14/lectures/">6.851 - Advanced Data Structures, MIT</a> (<a href="https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-851-advanced-data-structures-spring-2012/lecture-videos/">MIT OCW</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PL6ogFv-ieghdoGKGg2Bik3Gl1glBTEu8c">6.854 - Advanced Algorithms, MIT</a> (<a href="https://www.youtube.com/channel/UCtv9PiQVUDzsT4yl7524DCg/videos">Prof. Karger lectures</a>)</li>
<li><a href="http://theory.stanford.edu/~tim/f14/f14.html">CS264 Beyond Worst-Case Analysis, Fall 2014 - Tim Roughgarden Lecture</a> (<a href="https://www.youtube.com/playlist?list=PLEGCF-WLh2RL8jsZpaf2tLHa5LotFEt5b">Youtube</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLEGCF-WLh2RJBqmxvZ0_ie-mleCFhi2N4">CS364A Algorithmic Game Theory, Fall 2013 - Tim Roughgarden Lectures</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLEGCF-WLh2RI77PL4gwLld_OU9Zh3TCX9">CS364B Advanced Mechanism Design, Winter 2014 - Tim Roughgarden Lectures</a></li>
<li><a href="http://aduni.org/courses/algorithms/index.php?view=cw">Algorithms - Aduni</a></li>
<li><a href="http://courses.csail.mit.edu/6.889/fall11/lectures/">6.889 - Algorithms for Planar Graphs and Beyond (Fall 2011) MIT</a></li>
<li><a href="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</a></li>
<li><a href="https://nptel.ac.in/courses/106104019/">Computer Algorithms - 2 - IIT Kanpur</a></li>
<li><a href="https://nptel.ac.in/courses/106104120/">Parallel Algorithm - IIT Kanpur</a></li>
<li><a href="https://nptel.ac.in/courses/106108054/">Graph Theory - IISC Bangalore</a></li>
</ul>
</div></details>

---

### Systems Programming

<details><summary>
Click to see the resource list
</summary><div>
<ul>
<li><a href="https://scs.hosted.panopto.com/Panopto/Pages/Sessions/List.aspx#folderID=%22b96d90ae-9871-4fae-91e2-b1627b43e25e%22&amp;maxResults=150">15-213 Introduction to Computer Systems, Fall 2015  - CMU</a></li>
<li><a href="https://www.cs.uic.edu/CS361fall13">CS361 - COMPUTER SYSTEMS - UIC</a></li>
<li><a href="https://www.eng.utah.edu/~cs4400/">CS 4400 – Computer Systems   Fall 2016 - UoUtah</a></li>
<li><a href="http://aduni.org/courses/systems/index.php?view=cw">Systems - Aduni</a></li>
<li><a href="https://web.stanford.edu/class/archive/cs/cs110/cs110.1202/">CS110: Principles of Computer Systems - Stanford</a></li>
<li><strong>Operating Systems</strong><ul>
<li><a href="https://www.youtube.com/playlist?list=PL3swII2vlVoVbav6FV98pidq6BsTN4u56">CS124 Operating Systems - California Institute of Technology, Fall 2018 - Youtube</a></li>
<li><a href="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</a></li>
<li><a href="http://rust-class.org/pages/classes.html">CS 4414 - Operating Systems, University of Virginia (rust-class)</a></li>
<li><a href="https://www.cs.virginia.edu/~cr4bd/4414/F2018/schedule.html">CS 4414 Operating Systems, Fall 2018 - University of Virginia</a></li>
<li><a href="https://www.ops-class.org/courses/buffalo/CSE421_Spring2016/">CSE 421/521 - Introduction to Operating Systems, SUNY University at Buffalo, NY - Spring 2016</a> (<a href="https://www.youtube.com/playlist?list=PLE6LEE8y2Jp-kbEcVR2W3vfx0Pdca0BD3">Lectures - YouTube</a>) (<a href="https://www.youtube.com/playlist?list=PLE6LEE8y2Jp_YJn8wu9aJTPOgeWqiaJDF">Recitations 2016</a>) (<a href="https://www.youtube.com/playlist?list=PLE6LEE8y2Jp9PC8fyzc2meL4XvrVSyP8O">Assignment walkthroughs</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLacuG5pysFbDTmsCRGWsMW_PzIOpXnckw">CS 377 - Operating Systems, Fall 16 - Umass OS</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLfciLKR3SgqNJKKIKUliWoNBBH1VHL3AP">6.828 - Operating System Engineering [Fall 2014]</a></li>
<li><a href="https://pdos.csail.mit.edu/6.828/2020/schedule.html">6.S081 - Operating System Engineering [Fall 2020]</a></li>
<li><a href="https://www.youtube.com/view_play_list?p=AB7D5CA7E262B0E2">CSE 30341 - Operating Systems, Spr 2008</a></li>
<li><a href="https://courses.cs.washington.edu/courses/csep551/14au/video/">CSEP 551 Operating Systems Autumn 2014 - University of Washington</a></li>
<li><a href="https://nptel.ac.in/courses/106106144/">Introduction to Operating Systems - IIT Madras</a></li>
<li><a href="http://www.infocobuild.com/education/audio-video-courses/computer-science/cs194-spring2013-berkeley.html">CS194 Advanced Operating Systems Structures and Implementation, Spring 2013 InfoCoBuild, UC Berkeley</a></li>
<li><a href="https://www.youtube.com/view_play_list?p=22B10D854588E20C">CSE 60641 - Graduate Operating Systems, Fall 08</a></li>
</ul>
</li>
<li><strong>Distributed Systems</strong><ul>
<li><a href="https://www.youtube.com/playlist?list=PLacuG5pysFbC68w0PW3huMHDDRNsDCTjp">CS 677 - Distributed Operating Systems, Spring 16 - Umass OS</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLawkBQ15NDEkDJ5IyLIJUTZ1rRM9YQq6N">CS 436 - Distributed Computer Systems - U Waterloo</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLkcQbKbegkMqiWf7nF8apfMRL4P4sw8UL">6.824 - Distributed Systems, Spring 2015 - MIT</a></li>
<li><a href="https://pdos.csail.mit.edu/6.824/schedule.html">6.824 Distributed Systems - Spring 2020 - MIT</a> (<a href="https://www.youtube.com/playlist?list=PLrw6a1wE39_tb2fErI4-WkMbsvGQk9_UB">Youtube</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PL700757A5D4B3F368">Distributed Algorithms, https://canvas.instructure.com/courses/902299</a></li>
<li><a href="https://courses.cs.washington.edu/courses/csep552/13sp/">CSEP 552 - PMP Distributed Systems, Spring 2013 - University of Washington</a> (<a href="https://courses.cs.washington.edu/courses/csep552/13sp/video/">Videos</a>)</li>
<li><a href="https://courses.cs.washington.edu/courses/cse490h/08au/lectures.htm">CSE 490H - Scalable Systems: Design, Implementation and Use of Large Scale Clusters, Autumn 2008 - University of Washington</a> (<a href="https://courses.cs.washington.edu/courses/cse490h/08au/video.htm">Videos</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLFd87qVsaLhOkTLvfp6MC94iFa_1c9wrU">MOOC - Cloud Computing Concepts - UIUC</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLUJ7JmcrTifBROWODSG8wgyl20XgBuE-N">Distributed Systems (Prof. Pallab Dasgupta)</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLx3mQFFeHPjndmQ0iP9j6C58b90hqGa0X">EdX KTHx ID2203 Reliable Distributed Algorithms</a></li>
<li><a href="http://www.ifis.cs.tu-bs.de/teaching/ss-15/ddm">Distributed Data Management - Technische Universität Braunschweig, Germany</a></li>
<li><a href="http://www.ifis.cs.tu-bs.de/teaching/ws-1516/IRWS">Information Retrieval and Web Search Engines - Technische Universität Braunschweig, Germany</a></li>
<li><a href="https://www.tele-task.de/series/729/">Middleware and Distributed Systems (WS 2009/10) - Dr. Martin von Löwis - HPI</a></li>
</ul>
</li>
<li><strong>Real-Time Systems</strong><ul>
<li><a href="http://faculty.cs.tamu.edu/bettati/Courses/663/Video/presentation.html">CPCS 663 - Real-Time Systems: Video Material - TAMU</a></li>
<li><a href="https://nptel.ac.in/courses/106105036/">Real Time Systems - IIT Kharagpur</a></li>
</ul>
</li>
<li><a href="https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-172-performance-engineering-of-software-systems-fall-2018/">6.172 Performance Engineering of Software Systems - MIT OCW</a></li>
<li><a href="https://nptel.ac.in/courses/106106048/">Performance Evaluation of Computer Systems - IIT Madras</a></li>
<li><a href="https://nptel.ac.in/courses/106108058/">Storage Systems - IISC Bangalore</a></li>
<li><a href="http://www.cse.fau.edu/~bob/courses/map6264/">MAP6264 - Queueing Theory - FAU</a>(<a href="https://vimeo.com/album/171324/">Video Lectures</a>)</li>
<li><a href="http://web.stanford.edu/class/ee380/">EE 380 Colloquim on Computer Systems - Stanford University</a> (<a href="https://www.youtube.com/playlist?list=PLoROMvodv4rMWw6rRoeSpkiseTHzWj6vu">Lecture videos</a>)</li>
</ul>
</div></details>

---

### Database Systems

<details><summary>
Click to see the resource list
</summary><div>
<ul>
<li><a href="http://www.cse.psu.edu/~wul2/cmpsc431w/">CMPSC 431W Database Management Systems, Fall 2015 - Penn State University</a> <a href="https://www.youtube.com/playlist?list=PLstRzn3gXZMdXqAiVJ1NN2CoyXHqma7pQ">Lectures - YouTube</a></li>
<li><a href="http://users.cms.caltech.edu/~donnie/cs121/">CS121 - Introduction to Relational Database Systems, Fall 2016 - Caltech</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLbuogVdPnkCrercQNP9tTsjjPdgRVYvC7">CS 5530 - Database Systems, Spring 2016 - University of Utah</a></li>
<li><a href="https://www.tele-task.de/series/1224/">Distributed Data Management (WT 2018/19) - HPI University of Potsdam</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL6hGtHedy2Z4EkgY76QOcueU8lAC4o6c3">MOOC - Database Stanford Dbclass</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLTPQEx-31JXjQYrUKvAjUTWgCYluHGs_L">CSEP 544, Database Management Systems, Au 2015 - University of Washington</a></li>
<li><a href="https://nptel.ac.in/courses/106106093/">Database Design - IIT Madras</a></li>
<li><a href="https://nptel.ac.in/courses/106104135/">Fundamentals of Database Systems - IIT Kanpur</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLdQddgMBv5zEhlpqdiUcf9aTNEtmESgyl">Principles of Database Management, Bart Baesens</a></li>
<li><a href="https://itunes.apple.com/us/podcast/fit9003-database-systems-design/id306569364">FIT9003 Database Systems Design - Monash University</a></li>
<li><a href="https://15445.courses.cs.cmu.edu/fall2018/">15-445 - Introduction to Database Systems, CMU</a> (<a href="https://www.youtube.com/playlist?list=PLSE8ODhjZXja3hgmuwhf89qboV1kOxMx7">YouTube-2018</a>, <a href="https://www.youtube.com/playlist?list=PLSE8ODhjZXjYutVzTeAds8xUt1rcmyT7x">YouTube-2017</a>, <a href="https://www.youtube.com/playlist?list=PLSE8ODhjZXjbohkNBWQs_otTrBTrjyohi">YouTube-2019</a>)</li>
<li><a href="http://15721.courses.cs.cmu.edu/spring2017">15-721 - Database Systems, CMU</a> (<a href="https://www.youtube.com/playlist?list=PLSE8ODhjZXjYgTIlqf4Dy9KQpQ7kn1Tl0">YouTube-2017</a>, <a href="https://www.youtube.com/playlist?list=PLSE8ODhjZXjbisIGOepfnlbfxeH7TW-8O">YouTube-2016</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLSE8ODhjZXja7K1hjZ01UTVDnGQdx5v5U">15-721 Advanced Database Systems (Spring 2019) - CMU</a></li>
<li><a href="http://users.cms.caltech.edu/~donnie/cs122/">CS122 - Relational Database System Implementation, Winter 2014-2015 - Caltech</a></li>
<li><a href="https://sites.google.com/site/cs186spring2015/home/schedule-and-notes">CS 186 - Database Systems, UC Berkeley, Spring 2015</a> (<a href="http://www.infocobuild.com/education/audio-video-courses/computer-science/cs186-spring2015-berkeley.html">Lectures- InfoCoBuild</a>)</li>
<li><a href="https://www.cs.utah.edu/~lifeifei/cs6530/">CS 6530 - Graduate-level Database Systems, Fall 2016, University of Utah</a> (<a href="https://www.youtube.com/playlist?list=PLbuogVdPnkCqwHUcieMrytP453Ep0y6eI">Lectures - YouTube</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLfciLKR3SgqOxCy1TIXXyfTqKzX2enDjK">6.830/6.814 - Database Systems [Fall 2014]</a></li>
<li><a href="http://groups.inf.ed.ac.uk/vision/VIDEO/2014/da.htm">Informatics 1 - Data &amp; Analysis 2014/15- University of Edinburgh</a></li>
<li><a href="http://aduni.org/courses/databases/index.php?view=cw">Database Management Systems, Aduni</a></li>
<li><a href="https://ocw.mit.edu/resources/res-ll-005-d4m-signal-processing-on-databases-fall-2012/">D4M - Signal Processing on Databases</a></li>
<li><a href="https://open.hpi.de/courses/imdb2013/items/72j6pftms3dOSunM98JhfW">In-Memory Data Management (2013)Prof. Hasso Plattner - HPI</a></li>
<li><a href="https://www.tele-task.de/series/1285/">Distributed Data Management (WT 2019/20) - Dr. Thorsten Papenbrock - HPI</a></li>
</ul>
</div></details>

---

### Software Engineering

<details><summary>
Click to see the resource list
</summary><div>
<ul>
<li><strong>Object Oriented Design</strong><ul>
<li><a href="https://engineering.purdue.edu/OOSD/F2008/F2008.html">ECE 462 Object-Oriented Programming using C++ and Java - Purdue</a></li>
<li><a href="http://aduni.org/courses/java/index.php?view=cw">Object-oriented Program Design and Software Engineering - Aduni</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL6iDJCG2nkhfNlig8NY5ePPfGvtQX6yLa">OOSE - Object-Oriented Software Engineering, Dr. Tim Lethbridge</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL6XklZATqYx9dj72MKG6wLYjljeB2odra">Object Oriented Systems Analysis and Design (Systems Analysis and Design in a Changing World)</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLZ9NgFYEMxp4ZsvD10uXmClGnukcu3Uff">CS 251 - Intermediate Software Design (C++ version) - Vanderbilt University</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLJ9pm_Rc9HesnkwKlal_buSIHA-jTZMpO">OOSE - Software Dev Using UML and Java</a></li>
<li><a href="https://nptel.ac.in/courses/106105153/">Object-Oriented Analysis and Design - IIT Kharagpur</a></li>
<li><a href="https://www.youtube.com/course?list=EC0C5D85DBA20E685C">CS3 - Design in Computing - Richard Buckland UNSW</a></li>
<li><a href="http://groups.inf.ed.ac.uk/vision/VIDEO/2014/inf1op.htm">Informatics 1 - Object-Oriented Programming 2014/15- University of Edinburgh</a></li>
<li><a href="http://groups.inf.ed.ac.uk/vision/VIDEO/2015/seoc.htm">Software Engineering with Objects and Components 2015/16- University of Edinburgh</a></li>
</ul>
</li>
<li><strong>Software Engineering</strong><ul>
<li><a href="https://www.youtube.com/playlist?list=PL-XXv-cvA_iCfQHHS7rxlfHFsU4aQW1IF">Computer Science 169- Software Engineering - Spring 2015 - UCBerkeley</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLkFD6_40KJIxCKgzL0uysjsAtfY3JawLS">Computer Science 169- Software Engineering - Fall 2019 - UCBerkeley</a></li>
<li><a href="http://www.cs.cornell.edu/courses/cs5150/2014fa/materials.html">CS 5150 -  Software Engineering, Fall 2014 - Cornell University</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLBdajHWwi0JCn87QuFT3e58mekU0-6WUT">Introduction to Service Design and Engineering - University of Trento, Italy</a></li>
<li><a href="http://cs164.tv/2014/spring/">CS 164 Software Engineering - Harvard</a></li>
<li><a href="https://nptel.ac.in/courses/106108102/">System Analysis and Design - IISC Bangalore</a></li>
<li><a href="https://nptel.ac.in/courses/106101061/">Software Engineering - IIT Bombay</a></li>
<li><a href="https://www.tele-task.de/series/1005/">Dependable Systems (SS 2014)- HPI University of Potsdam</a></li>
<li><a href="https://nptel.ac.in/courses/106105150/">Software Testing - IIT Kharagpur</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLAwxTw4SYaPkWVHeC_8aSIbSxE_NXI76g">Software Testing - Udacity, course-cs258 | 2015</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLAwxTw4SYaPkxK63TiT88oEe-AIBhr96A">Software Debugging - Udacity, course-cs259 | 2015</a></li>
<li><a href="https://www.youtube.com/watch?v=jouBM4AH0jw&amp;list=PLjEglKdMOevU2STTGq79duxTXDFuO-k1H&amp;index=2">Software Engineering - Bauhaus-Uni Weimar</a></li>
</ul>
</li>
<li><strong>Software Architecture</strong><ul>
<li><a href="http://video.bilkent.edu.tr/course_videos.php?courseid=10">CS 411 - Software Architecture Design - Bilkent University</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLAwxTw4SYaPkMTetlG7xKWaI5ZAZFX8fL">MOOC - Software Architecture &amp; Design - Udacity</a></li>
</ul>
</li>
<li><strong>Concurrency</strong><ul>
<li><a href="http://cs.brown.edu/courses/cs176/course_information.shtml">CS176 - Multiprocessor Synchronization - Brown University</a> (<a href="http://www.brown.edu/cis/sta/dev/herlihy_csci1760_fa12/#vid">Videos from 2012</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLZ9NgFYEMxp4KSJPUyaQCj7x--NQ6kvcX">CS 282 (2014): Concurrent Java Network Programming in Android</a></li>
<li><a href="https://courses.cs.washington.edu/courses/csep506/11sp/Home.html">CSE P 506 – Concurrency, Spring 2011 - University of Washington</a> (<a href="https://courses.cs.washington.edu/courses/csep506/11sp/Videos.html">Videos</a>)</li>
<li><a href="https://courses.cs.washington.edu/courses/csep524/10sp/">CSEP 524 - Parallel Computation - University of Washington</a> (<a href="https://courses.cs.washington.edu/courses/csep524/10sp/lectures/video.html">Videos</a>)</li>
<li><a href="https://www.tele-task.de/series/977/">Parallel Programming Concepts (WT 2013/14) - HPI University of Potsdam</a></li>
<li><a href="https://www.tele-task.de/series/924/">Parallel Programming Concepts (WT 2012/13) - HPI University of Potsdam</a></li>
</ul>
</li>
<li><strong>Mobile Application Development</strong><ul>
<li><a href="https://www.youtube.com/playlist?list=PLkHsKoi6eZnwilGXUc95CqS7Vw4uLLDLG">MOOC Programming Mobile Applications for Android Handheld Systems - University of Maryland</a></li>
<li><a href="https://itunes.apple.com/us/course/developing-ios-9-apps-swift/id1104579961">CS 193p - Developing Applications for iOS, Stanford University</a></li>
<li><a href="http://cs76.tv/2013/summer/">CS S-76 Building Mobile Applications - Harvard</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLZ9NgFYEMxp7lylj-XC8h1kjatOjbh9ne">CS 251 (2015): Intermediate Software Design</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL6gx4Cwl9DGBsvRxJJOzG4r4k_zLKrnxl">Android App Development for Beginners Playlist - thenewboston</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL2F07DBCDCC01493A">Android Application Development Tutorials - thenewboston</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLAwxTw4SYaPnMwH5-FNkErnnq_aSy706S">MOOC - Developing Android Apps - Udacity</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLAwxTw4SYaPmETCT07vnDSiIaUBuyut0X">MOOC - Advanced Android App Development - Udacity</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLF3EEB647F6B52F03">CSSE490 Android Development Rose-Hulman Winter 2010-2011, Dave Fisher</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL96C635E4DCD393A8">iOS Course, Dave Fisher</a></li>
<li><a href="https://itunes.apple.com/us/course/developing-ipad-applications/id499050344">Developing iPad Applications for Visualization and Insight - Carnegie Mellon University</a></li>
<li><a href="https://nptel.ac.in/courses/106106147/">Mobile Computing - IIT Madras</a></li>
<li><a href="https://www.youtube.com/watch?v=8EmbrZJwMOI&amp;list=PLjEglKdMOevWv4zPW0diw7iJFdT7s4sTP">Mobile Information Systems - Bauhaus-Uni Weimar</a></li>
</ul>
</li>
</ul>
</div></details>

---

### Artificial Intelligence

<details><summary>
Click to see the resource list
</summary><div>
<ul>
<li><a href="https://cs50.harvard.edu/ai/2020/">CS50 - Introduction to Artificial Intelligence with Python (and Machine Learning), Harvard OCW</a></li>
<li><a href="http://www.infocobuild.com/education/audio-video-courses/computer-science/cs188-spring2015-berkeley.html">CS 188 - Introduction to Artificial Intelligence, UC Berkeley - Spring 2015</a></li>
<li><a href="https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/lecture-videos/">6.034 Artificial Intelligence, MIT OCW</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLoROMvodv4rO1NB9TD4iUZ3qghGEGtqNX">CS221: Artificial Intelligence: Principles and Techniques - Autumn 2019 - Stanford University</a></li>
<li><a href="http://www.cs.cmu.edu/~zkolter/course/15-780-s14/lectures.html">15-780 - Graduate Artificial Intelligence, Spring 14, CMU</a></li>
<li><a href="https://courses.cs.washington.edu/courses/csep573/03wi/lectures/index.htm">CSE 592 Applications of Artificial Intelligence, Winter 2003 - University of Washington</a></li>
<li><a href="http://www.cs.ubc.ca/~mack/CS322/">CS322 - Introduction to Artificial Intelligence, Winter 2012-13 - UBC</a> (<a href="https://www.youtube.com/playlist?list=PLDPnGbm0sUmpzvcGvktbz446SLdFbfZVU">YouTube</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLUenpfvlyoa1iiSbGy9BBewgiXjzxVgBd">CS 4804: Introduction to Artificial Intelligence, Fall 2016</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLUenpfvlyoa0PB6_kqJ9WU7m6i6z1RhfJ">CS 5804: Introduction to Artificial Intelligence, Spring 2015</a></li>
<li><a href="https://nptel.ac.in/courses/106105077/">Artificial Intelligence - IIT Kharagpur</a></li>
<li><a href="https://nptel.ac.in/courses/106106126/">Artificial Intelligence - IIT Madras</a></li>
<li><a href="https://nptel.ac.in/courses/106105079/">Artificial Intelligence(Prof.P.Dasgupta) - IIT Kharagpur</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLAwxTw4SYaPlqMkzr4xyuD6cXTIgPuzgn">MOOC - Intro to Artificial Intelligence - Udacity</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLAwxTw4SYaPkCSYXw6-a_aAoXVKLDwnHK">MOOC - Artificial Intelligence for Robotics - Udacity</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLbQ3Aya0VERDoDdbMogU9EASJGWris9qG">Graduate Course in Artificial Intelligence, Autumn 2012 - University of Washington</a></li>
<li><a href="http://groups.inf.ed.ac.uk/vision/VIDEO/2015/abs.htm">Agent-Based Systems 2015/16- University of Edinburgh</a></li>
<li><a href="http://groups.inf.ed.ac.uk/vision/VIDEO/2014/inf2d.htm">Informatics 2D - Reasoning and Agents 2014/15- University of Edinburgh</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL39B5D3AFC249556A">Artificial Intelligence - Hochschule Ravensburg-Weingarten</a></li>
<li><a href="http://www.ifis.cs.tu-bs.de/teaching/ws-1516/KBS">Deductive Databases and Knowledge-Based Systems - Technische Universität Braunschweig, Germany</a></li>
<li><a href="https://nptel.ac.in/courses/106106140/">Artificial Intelligence: Knowledge Representation and Reasoning - IIT Madras</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLoOmvuyo5UAeihlKcWpzVzB51rr014TwD">Semantic Web Technologies by Dr. Harald Sack - HPI</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLoOmvuyo5UAcBXlhTti7kzetSsi1PpJGR">Knowledge Engineering with Semantic Web Technologies by Dr. Harald Sack - HPI</a></li>
</ul>
</div></details>

---

### Machine Learning

<details><summary>
Click to see the resource list
</summary><div>
<ul>
<li><strong>Introduction to Machine Learning</strong><ul>
<li><a href="https://www.youtube.com/playlist?list=PLLssT5z_DsK-h9vYZkQkYNWcItqhlRJLN">MOOC Machine Learning Andrew Ng - Coursera/Stanford</a> (<a href="http://www.holehouse.org/mlclass/">Notes</a>)</li>
<li><a href="https://course.fast.ai/ml.html">Introduction to Machine Learning for Coders</a></li>
<li><a href="http://www.dataschool.io/15-hours-of-expert-machine-learning-videos/">MOOC - Statistical Learning, Stanford University</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLgKuh-lKre11GbZWneln-VZDLHyejO7YD">Foundations of Machine Learning Boot Camp, Berkeley Simons Institute</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLuz4CTPOUNi6BfMrltePqMAHdl5W33-bC">CS155 - Machine Learning &amp; Data Mining, 2017 - Caltech</a> (<a href="http://www.yisongyue.com/courses/cs155/2017_winter/">Notes</a>) (<a href="https://www.youtube.com/playlist?list=PL5HdMttxBY0BVTP9y7qQtzTgmcjQ3P0mb">2016</a>)</li>
<li><a href="https://work.caltech.edu/lectures.html">CS 156 - Learning from Data, Caltech</a></li>
<li><a href="http://www.cs.cmu.edu/~ninamf/courses/601sp15/lectures.shtml">10-601 - Introduction to Machine Learning (MS) - Tom Mitchell - 2015, CMU</a> (<a href="https://www.youtube.com/playlist?list=PLAJ0alZrN8rD63LD0FkzKFiFgkOmEtltQ">YouTube</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PL7k0r4t5c10-g7CWCnHfZOAxLaiNinChk">10-601 Machine Learning | CMU | Fall 2017</a></li>
<li><a href="http://www.cs.cmu.edu/~tom/10701_sp11/lectures.shtml">10-701 - Introduction to Machine Learning (PhD) - Tom Mitchell, Spring 2011, CMU</a> (<a href="https://www.youtube.com/playlist?list=PL7y-1rk2cCsDZCVz2xS7LrExqidHpJM3B">Fall 2014</a>) (<a href="https://www.youtube.com/playlist?list=PLZSO_6-bSqHTTV7w9u7grTXBHMH-mw3qn">Spring 2015 by Alex Smola</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLpqQKYIU-snAPM89YPPwyQ9xdaiAdoouk">10 - 301/601 - Introduction to Machine Learning - Spring 2020 - CMU</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLVNifWxslHCDlbyitaLLYBOAEPbmF1AHg">CMS 165 Foundations of Machine Learning and Statistical Inference - 2020 - Caltech</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL34iyE0uXtxo7vPXGFkmm6KbgZQwjf9Kf">Microsoft Research - Machine Learning Course</a></li>
<li><a href="https://courses.engr.illinois.edu/cs446/sp2019/AGS/_site/">CS 446 - Machine Learning, Spring 2019, UIUC</a>(<a href="https://www.youtube.com/playlist?list=PLQcasX5-oG91TgY6A_gz-IW7YSpwdnD2O"> Fall 2016 Lectures</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLE6Wd9FR--Ecf_5nCbnSQMHqORpiChfJf">undergraduate machine learning at UBC 2012, Nando de Freitas</a></li>
<li><a href="https://see.stanford.edu/Course/CS229">CS 229 - Machine Learning - Stanford University</a> (<a href="https://www.youtube.com/playlist?list=PLoROMvodv4rMiGQp3WXShtMGgzqpfVfbU">Autumn 2018</a>)</li>
<li><a href="https://people.eecs.berkeley.edu/~jrs/189/">CS 189/289A Introduction to Machine Learning, Prof Jonathan Shewchuk - UCBerkeley</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLWmXHcz_53Q02ZLeAxigki1JZFfCO6M-b">CPSC 340: Machine Learning and Data Mining (2018) - UBC</a></li>
<li><a href="http://www.cs.cornell.edu/courses/cs4780/2013fa/">CS4780/5780 Machine Learning, Fall 2013 - Cornell University</a></li>
<li><a href="http://www.cs.cornell.edu/courses/cs4780/2018fa/page18/index.html">CS4780/5780 Machine Learning, Fall 2018 - Cornell University</a> (<a href="https://www.youtube.com/playlist?list=PLl8OlHZGYOQ7bkVbuRthEsaLr7bONzbXS">Youtube</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLEQDy5tl3xkMzk_zlo2DPzXteCquHA8bQ">CSE474/574 Introduction to Machine Learning - SUNY University at Buffalo</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLbuogVdPnkCozRSsdueVwX7CF9N4QWL0B">CS 5350/6350 - Machine Learning, Fall 2016, University of Utah</a></li>
<li><a href="https://filebox.ece.vt.edu/~s15ece5984/">ECE 5984 Introduction to Machine Learning, Spring 2015 - Virginia Tech</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLUenpfvlyoa0rMoE5nXA8kdctBKE9eSob">CSx824/ECEx242 Machine Learning, Bert Huang, Fall 2015 - Virginia Tech</a></li>
<li><a href="http://www.cs.toronto.edu/~rsalakhu/STA4273_2015/lectures.html">STA 4273H - Large Scale Machine Learning, Winter 2015 - University of Toronto</a></li>
<li><a href="https://www.youtube.com/channel/UCR4_akQ1HYMUcDszPQ6jh8Q/videos">CS 485/685 Machine Learning, Shai Ben-David, University of Waterloo</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLehuLRPyt1HzXDemu7K4ETcF0Ld_B5adG">STAT 441/841 Classification Winter 2017 , Waterloo</a></li>
<li><a href="https://www.youtube.com/channel/UCIE4UdPoCJZMAZrTLuq-CPQ/videos">10-605 - Machine Learning with Large Datasets, Fall 2016 - CMU</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLruBu5BI5n4aFpG32iMbdWoRVAA-Vcso6">Information Theory, Pattern Recognition, and Neural Networks - University of Cambridge</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLVxFQjPUB2cnYGZPAGG52OQc9SpWVKjjB">Python and machine learning - Stanford Crowd Course Initiative</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLAwxTw4SYaPl0N6-e1GvyLp5-MUMUjOKo">MOOC - Machine Learning Part 1a - Udacity/Georgia Tech</a> (<a href="https://www.youtube.com/playlist?list=PLAwxTw4SYaPlkESDcHD-0oqVx5sAIgz7O">Part 1b</a> <a href="https://www.youtube.com/playlist?list=PLAwxTw4SYaPmaHhu-Lz3mhLSj-YH-JnG7">Part 2</a> <a href="https://www.youtube.com/playlist?list=PLAwxTw4SYaPnidDwo9e2c7ixIsu_pdSNp">Part 3</a>)</li>
<li><a href="http://groups.inf.ed.ac.uk/vision/VIDEO/2015/mlpr.htm">Machine Learning and Pattern Recognition 2015/16- University of Edinburgh</a></li>
<li><a href="http://groups.inf.ed.ac.uk/vision/VIDEO/2015/iaml.htm">Introductory Applied Machine Learning 2015/16- University of Edinburgh</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLuRaSnb3n4kRDZVU6wxPzGdx1CN12fn0w">Pattern Recognition Class (2012)- Universität Heidelberg</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLcXJymqaE9PPGGtFsTNoDWKl-VNVX5d6b">Introduction to Machine Learning and Pattern Recognition - CBCSL OSU</a></li>
<li><a href="https://nptel.ac.in/courses/106105152/">Introduction to Machine Learning - IIT Kharagpur</a></li>
<li><a href="https://nptel.ac.in/courses/106106139/">Introduction to Machine Learning - IIT Madras</a></li>
<li><a href="https://nptel.ac.in/courses/117108048/">Pattern Recognition - IISC Bangalore</a></li>
<li><a href="https://nptel.ac.in/courses/117105101/">Pattern Recognition and Application - IIT Kharagpur</a></li>
<li><a href="https://nptel.ac.in/courses/106106046/">Pattern Recognition - IIT Madras</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLqJm7Rc5-EXFv6RXaPZzzlzo93Hl0v91E">Machine Learning Summer School 2013 - Max Planck Institute for Intelligent Systems Tübingen</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLauepKFT6DK_1_plY78bXMDj-bshv7UsQ">Machine Learning - Professor Kogan (Spring 2016) - Rutgers</a></li>
<li><a href="http://sli.ics.uci.edu/Classes/2015W-273a">CS273a: Introduction to Machine Learning</a> (<a href="https://www.youtube.com/playlist?list=PLkWzaBlA7utJMRi89i9FAKMopL0h0LBMk">YouTube</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLyGKBDfnk-iD5dK8N7UBUFVVDBBtznenR">Machine Learning Crash Course 2015</a></li>
<li><a href="http://inverseprobability.com/mlai2015/">COM4509/COM6509 Machine Learning and Adaptive Intelligence 2015-16</a></li>
<li><a href="https://sites.google.com/site/10715advancedmlintro2017f/lectures">10715 Advanced Introduction to Machine Learning</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLzn6LN6WhlN273tsqyfdrBUsA-o5nUESV">Introduction to Machine Learning - Spring 2018 - ETH Zurich</a></li>
<li><a href="https://www.youtube.com/user/UWCSE/playlists?view=50&amp;sort=dd&amp;shelf_id=16">Machine Learning - Pedro Domingos- University of Washington</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLY-OA_xnxFwSe98pzMGVR4bjAZZYrNT7L">Advanced Machine Learning - 2019 - ETH Zürich</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLyH-5mHPFffFwz7Twap0XuVeUJ8vuco9t">Machine Learning (COMP09012)</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL05umP7R6ij1tHaOFY96m5uX3J21a6yNd">Probabilistic Machine Learning 2020 - University of Tübingen</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL05umP7R6ij2XCvrRzLokX6EoHWaGA2cC">Statistical Machine Learning 2020 - Ulrike von Luxburg - University of Tübingen</a></li>
<li><a href="https://www.cs.columbia.edu/~amueller/comsw4995s20/schedule/">COMS W4995 - Applied Machine Learning - Spring 2020 - Columbia University</a></li>
</ul>
</li>
<li><strong>Data Mining</strong><ul>
<li><a href="https://courses.cs.washington.edu/courses/csep546/16sp/">CSEP 546, Data Mining - Pedro Domingos, Sp 2016 - University of Washington</a> (<a href="https://www.youtube.com/playlist?list=PLTPQEx-31JXgtDaC6-3HxWcp7fq4N8YGr">YouTube</a>)</li>
<li><a href="https://www.cs.utah.edu/~jeffp/teaching/cs5140.html">CS 5140/6140 - Data Mining, Spring 2016, University of Utah</a> (<a href="https://www.youtube.com/playlist?list=PLbuogVdPnkCpXfb43Wvc7s5fXWzedwTPB">Youtube</a>)</li>
<li><a href="http://www.cs.utah.edu/~jeffp/teaching/cs5955.html">CS 5955/6955 - Data Mining, University of Utah</a> (<a href="https://www.youtube.com/channel/UCcrlwW88yMcXujhGjSP2WBg/videos">YouTube</a>)</li>
<li><a href="http://www.stats202.com/original_index.html">Statistics 202 - Statistical Aspects of Data Mining, Summer 2007 - Google</a> (<a href="https://www.youtube.com/playlist?list=PLFE776F2C513A744E">YouTube</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLLssT5z_DsK8Xwnh_0bjN4KNT81bekvtt">MOOC - Text Mining and Analytics by ChengXiang Zhai</a></li>
<li><a href="https://itunes.apple.com/us/itunes-u/information-retrieval-ss-2014/id874200291">Information Retrieval SS 2014, iTunes - HPI</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLm4W7_iX_v4NqPUjceOGd-OKNVO4c_cPD">MOOC - Data Mining with Weka</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLB4CCA346A5741C4C">CS 290 DataMining Lectures</a></li>
<li><a href="https://web.stanford.edu/class/cs246/">CS246 - Mining Massive Data Sets, Winter 2016, Stanford University</a> (<a href="https://www.youtube.com/channel/UC_Oao2FYkLAUlUVkBfze4jg/videos">YouTube</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLY-OA_xnxFwRHZO6L6yT253VPgrZazQs6">Data Mining: Learning From Large Datasets - Fall 2017 - ETH Zurich</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLzn6LN6WhlN1ktkDvNurPSDwTQ_oGQisn">Information Retrieval - Spring 2018 - ETH Zurich</a></li>
<li><a href="http://www.cse.fau.edu/~taghi/classes/cap6673/">CAP6673 - Data Mining and Machine Learning - FAU</a>(<a href="https://vimeo.com/album/1505953">Video lectures</a>)</li>
<li><a href="http://www.ifis.cs.tu-bs.de/teaching/ws-1617/dwh">Data Warehousing and Data Mining Techniques - Technische Universität Braunschweig, Germany</a></li>
</ul>
</li>
<li><strong>Data Science</strong><ul>
<li><a href="http://data8.org/">Data 8: The Foundations of Data Science - UC Berkeley</a> (<a href="http://data8.org/su17/">Summer 17</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLOtl7M3yp-DVBdLYatrltDJr56AKZ1qXo">CSE519 - Data Science Fall 2016 - Skiena, SBU</a></li>
<li><a href="http://cs109.github.io/2015/pages/videos.html">CS 109 Data Science, Harvard University</a> (<a href="https://www.youtube.com/playlist?list=PLb4G5axmLqiuneCqlJD2bYFkBwHuOzKus">YouTube</a>)</li>
<li><a href="https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-0002-introduction-to-computational-thinking-and-data-science-fall-2016/lecture-videos/">6.0002 Introduction to Computational Thinking and Data Science - MIT OCW</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLPHXc20GewP8J56CisONS_mFZWZAfa7jR">Data 100 - Summer 19- UC Berkeley</a></li>
<li><a href="https://www.tele-task.de/series/1179/">Distributed Data Analytics (WT 2017/18) - HPI University of Potsdam</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL-XXv-cvA_iDsSPnMJlnhIyADGUmikoIO">Statistics 133 - Concepts in Computing with Data, Fall 2013 - UC Berkeley</a></li>
<li><a href="https://www.tele-task.de/series/1027/">Data Profiling and Data Cleansing (WS 2014/15) - HPI University of Potsdam</a></li>
<li><a href="http://am207.github.io/2016/index.html">AM 207 - Stochastic Methods for Data Analysis, Inference and Optimization, Harvard University</a></li>
<li><a href="http://people.seas.harvard.edu/~minilek/cs229r/fall15/lec.html">CS 229r - Algorithms for Big Data, Harvard University</a> (<a href="https://www.youtube.com/playlist?list=PL2SOU6wwxB0v1kQTpqpuu5kEJo2i-iUyf">Youtube</a>)</li>
<li><a href="https://nptel.ac.in/courses/106106142/">Algorithms for Big Data - IIT Madras</a></li>
</ul>
</li>
<li><strong>Probabilistic Graphical Modeling</strong><ul>
<li><a href="https://www.youtube.com/playlist?list=PLvfF4UFg6Ejj6SX-ffw-O4--SPbB9P7eP">MOOC - Probabilistic Graphical Models - Coursera</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLbuogVdPnkCpvxdF-Gy3gwaBObx7AnQut">CS 6190 - Probabilistic Modeling, Spring 2016, University of Utah</a></li>
<li><a href="https://www.cs.cmu.edu/~epxing/Class/10708-20/lectures.html">10-708 - Probabilistic Graphical Models, Carnegie Mellon University</a></li>
<li><a href="http://openclassroom.stanford.edu/MainFolder/CoursePage.php?course=ProbabilisticGraphicalModels">Probabilistic Graphical Models, Daphne Koller, Stanford University</a></li>
<li><a href="https://www.cs.helsinki.fi/en/courses/582636/2015/K/K/1">Probabilistic Models - UNIVERSITY OF HELSINKI</a></li>
<li><a href="http://groups.inf.ed.ac.uk/vision/VIDEO/2015/pmr.htm">Probabilistic Modelling and Reasoning 2015/16- University of Edinburgh</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLd-PuDzW85AcV4bgdu7wHPL37hm60W4RM">Probabilistic Graphical Models, Spring 2018 - Notre Dame</a></li>
</ul>
</li>
<li><strong>Deep Learning</strong><ul>
<li><a href="http://introtodeeplearning.com/">6.S191: Introduction to Deep Learning - MIT</a></li>
<li><a href="https://www.youtube.com/channel/UC8hYZGEkI2dDO8scT8C5UQA/videos">Deep Learning CMU</a></li>
<li><a href="https://course.fast.ai/">Part 1: Practical Deep Learning for Coders, v3 - fast.ai</a></li>
<li><a href="https://course.fast.ai/part2">Part 2: Deep Learning from the Foundations - fast.ai</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLE6Wd9FR--EfW8dtjAuPoTuPcqmOV53Fu">Deep learning at Oxford 2015 - Nando de Freitas</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf">6.S094: Deep Learning for Self-Driving Cars - MIT</a></li>
<li><a href="https://bcourses.berkeley.edu/courses/1453965/pages/cs294-129-designing-visualizing-and-understanding-deep-neural-networks">CS294-129 Designing, Visualizing and Understanding Deep Neural Networks</a> (<a href="https://www.youtube.com/playlist?list=PLkFD6_40KJIxopmdJF_CLNqG3QuDFHQUm">YouTube</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLoROMvodv4rOABXSygHTsbvUz4G_YQhOb">CS230: Deep Learning - Autumn 2018 - Stanford University</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLZSO_6-bSqHQHBCoGaObUljoXAyyqhpFW">STAT-157 Deep Learning 2019 - UC Berkeley </a></li>
<li><a href="https://www.youtube.com/playlist?list=PL_Ig1a5kxu5645uORPL8xyvHr91Lg8G1l">Full Stack DL Bootcamp 2019 - UC Berkeley</a></li>
<li><a href="http://openclassroom.stanford.edu/MainFolder/CoursePage.php?course=DeepLearning">Deep Learning, Stanford University</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLoRl3Ht4JOcdU872GhiYWf6jwrk_SNhz9">MOOC - Neural Networks for Machine Learning, Geoffrey Hinton 2016 - Coursera</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLwRJQ4m4UJjPiJP3691u-qWwPGVKzSlNP">Deep Unsupervised Learning -- Berkeley Spring 2020</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLehuLRPyt1Hyi78UOkMPWCGRxGcA9NVOE">Stat 946 Deep Learning - University of Waterloo</a></li>
<li><a href="http://info.usherbrooke.ca/hlarochelle/neural_networks/content.html">Neural networks class - Université de Sherbrooke</a> (<a href="https://www.youtube.com/playlist?list=PL6Xpj9I5qXYEcOhn7TqghAJ6NAPrNmUBH">YouTube</a>)</li>
<li><a href="https://www.youtube.com/channel/UCf4SX8kAZM_oGcZjMREsU9w/videos">CS294-158 Deep Unsupervised Learning SP19</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL-5eMc3HQTBavDoZpFcX-bff5WgQqSLzR">DLCV - Deep Learning for Computer Vision - UPC Barcelona</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL-5eMc3HQTBagIUjKefjcTbnXC0wXC_vd">DLAI - Deep Learning for Artificial Intelligence @ UPC Barcelona</a></li>
<li><a href="https://nptel.ac.in/courses/117105084/">Neural Networks and Applications - IIT Kharagpur</a></li>
<li><a href="http://uvadlc.github.io/#lecture">UVA DEEP LEARNING COURSE</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLTIkHmXc-7an8xbwhAJX-LQ4D4Uf-ar5I">Nvidia Machine Learning Class</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL05umP7R6ij3NTWIdtMbfvX7Z-4WEXRqD">Deep Learning - Winter 2020-21 - Tübingen Machine Learning</a></li>
</ul>
</li>
<li><strong>Reinforcement Learning</strong><ul>
<li><a href="https://www.youtube.com/playlist?list=PLoROMvodv4rOSOPzutgyCTapiGlY2Nd8u">CS234: Reinforcement Learning - Winter 2019 - Stanford University</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLqYmG7hTraZDM-OYHWgPebj2MfCFzFObQ">Introduction to reinforcement learning - UCL</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs">Advanced Deep Learning &amp; Reinforcement Learning - UCL</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLyqSpQzTE6M_FwzHFAyf4LSkz_IjMyjD9">Reinforcement Learning - IIT Madras</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLdAoL1zKcqTXFJniO3Tqqn6xMBBL07EDc">CS885 Reinforcement Learning - Spring 2018 - University of Waterloo</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLkFD6_40KJIwhWJpGazJ9VSj9CFMkb79A">CS 285 - Deep Reinforcement Learning- UC Berkeley</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLkFD6_40KJIxJMR-j5A1mkxK26gh_qg37">CS 294 112 - Reinforcement Learning</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLllwxvcS7ca5wOmRLKm6ri-OaC0INYehv">NUS CS 6101 - Deep Reinforcement Learning</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL_Nk3YvgORJs1tCLQnlnSRsOJArj_cP9u">ECE 8851: Reinforcement Learning</a></li>
<li><a href="http://rll.berkeley.edu/deeprlcourse/">CS294-112, Deep Reinforcement Learning Sp17</a> (<a href="https://www.youtube.com/playlist?list=PLkFD6_40KJIwTmSbCv9OVJB3YaO4sFwkX">YouTube</a>)</li>
<li><a href="http://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching.html">UCL Course 2015 on Reinforcement Learning by David Silver from DeepMind</a> (<a href="https://www.youtube.com/watch?v=2pWv7GOvuf0">YouTube</a>)</li>
<li><a href="https://sites.google.com/view/deep-rl-bootcamp/lectures">Deep RL Bootcamp - Berkeley Aug 2017</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLyqSpQzTE6M_FwzHFAyf4LSkz_IjMyjD9">Reinforcement Learning - IIT Madras</a></li>
</ul>
</li>
<li><strong>Advanced Machine Learning</strong><ul>
<li><a href="https://www.youtube.com/playlist?list=PLE6Wd9FR--EdyJ5lbFl8UuGjecvVw66F6">Machine Learning 2013 - Nando de Freitas, UBC</a></li>
<li><a href="https://www.cs.ox.ac.uk/people/nando.defreitas/machinelearning/">Machine Learning, 2014-2015, University of Oxford</a></li>
<li><a href="https://www.stat.cmu.edu/~ryantibs/statml/">10-702/36-702 - Statistical Machine Learning - Larry Wasserman, Spring 2016, CMU</a> (<a href="https://www.youtube.com/playlist?list=PLjbUi5mgii6BWEUZf7He6nowWvGne_Y8r">Spring 2015</a>)</li>
<li><a href="http://www.cs.cmu.edu/~bapoczos/Classes/ML10715_2015Fall/">10-715 Advanced Introduction to Machine Learning - CMU</a> (<a href="https://www.youtube.com/playlist?list=PL4DwY1suLMkcu-wytRDbvBNmx57CdQ2pJ">YouTube</a>)</li>
<li><a href="http://alex.smola.org/teaching/berkeley2012/syllabus.html">CS 281B - Scalable Machine Learning, Alex Smola, UC Berkeley</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLB3sDpSRdrOvI1hYXNsa6Lety7K8FhPpx">18.409 Algorithmic Aspects of Machine Learning Spring 2015 - MIT</a></li>
<li><a href="https://cs330.stanford.edu/">CS 330 - Deep Multi-Task and Meta Learning - Fall 2019 - Stanford University</a> (<a href="https://www.youtube.com/playlist?list=PLoROMvodv4rMC6zfYmnD7UG3LVvwaITY5">Youtube</a>)</li>
</ul>
</li>
<li><strong>ML based Natural Language Processing and Computer Vision</strong><ul>
<li><a href="http://cs224d.stanford.edu/syllabus.html">CS 224d - Deep Learning for Natural Language Processing, Stanford University</a> (<a href="https://www.youtube.com/playlist?list=PLCJlDcMjVoEdtem5GaohTC1o9HTTFtK7_">Lectures - Youtube</a>)</li>
<li><a href="http://web.stanford.edu/class/cs224n/">CS 224N - Natural Language Processing, Stanford University</a> (<a href="https://www.youtube.com/playlist?list=PLgtM85Maly3n2Fp1gJVvqb0bTC39CPn1N">Lecture videos</a>)</li>
<li><a href="https://www.youtube.com/channel/UC_48v322owNVtORXuMeRmpA/playlists?view=50&amp;sort=dd&amp;shelf_id=2">CS 124 - From Languages to Information - Stanford University</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL6397E4B26D00A269">MOOC - Natural Language Processing, Dan Jurafsky &amp; Chris Manning - Coursera</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLtmWHNX-gukKocXQOkQjuVxglSDYWsSh9">fast.ai Code-First Intro to Natural Language Processing</a> (<a href="https://github.com/fastai/course-nlp">Github</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLLssT5z_DsK8BdawOVCCaTCO99Ya58ryR">MOOC - Natural Language Processing - Coursera, University of Michigan</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL3FW7Lu3i5JvHM8ljYj-zLfQRF3EO8sYv">CS 231n - Convolutional Neural Networks for Visual Recognition, Stanford University</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLoROMvodv4rObpMCir6rNNUlFAn56Js20">CS224U: Natural Language Understanding - Spring 2019 - Stanford University</a></li>
<li><a href="https://github.com/oxford-cs-deepnlp-2017/lectures">Deep Learning for Natural Language Processing, 2017 - Oxford University</a></li>
<li><a href="https://vision.in.tum.de/teaching/ws2013/ml_ws13">Machine Learning for Robotics and Computer Vision, WS 2013/2014 - TU München</a> (<a href="https://www.youtube.com/playlist?list=PLTBdjV_4f-EIiongKlS9OKrBEp8QR47Wl">YouTube</a>)</li>
<li><a href="http://groups.inf.ed.ac.uk/vision/VIDEO/2015/inf1cs.htm">Informatics 1 - Cognitive Science 2015/16- University of Edinburgh</a></li>
<li><a href="http://www.inf.ed.ac.uk/teaching/courses/inf2a/schedule.html">Informatics 2A - Processing Formal and Natural Languages 2016-17 - University of Edinburgh</a></li>
<li><a href="http://groups.inf.ed.ac.uk/vision/VIDEO/2015/ccs.htm">Computational Cognitive Science 2015/16- University of Edinburgh</a></li>
<li><a href="http://groups.inf.ed.ac.uk/vision/VIDEO/2015/anlp.htm">Accelerated Natural Language Processing 2015/16- University of Edinburgh</a></li>
<li><a href="https://nptel.ac.in/courses/106101007/">Natural Language Processing - IIT Bombay</a></li>
<li><a href="https://nptel.ac.in/courses/108/105/108105103/">NOC:Deep Learning For Visual Computing - IIT Kharagpur</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL8PYTP1V4I8Ajj7sY6sdtmjgkt7eo2VMs">CS 11-747 - Neural Nets for NLP - 2019 - CMU</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLA212ij5XG8OTDRl8IWFiJgHR9Ve2k9pv">Natural Language Processing - Michael Collins - Columbia University</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL5-TkQAfAZFbzxjBHtzdVCWE0Zbhomg7r">Deep Learning for Computer Vision - University of Michigan</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL8PYTP1V4I8CHhppU6n1Q9-04m96D9gt5">CMU CS11-737 - Multilingual Natural Language Processing</a></li>
</ul>
</li>
<li><strong>Time Series Analysis</strong><ul>
<li><a href="https://www.youtube.com/playlist?list=PLtiTxpFJ4k6TZ0g496fVcQpt_-XJRNkbi">02417 Time Series Analysis</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLl0FT6O_WWDBm-4W-eoK34omYmEMseQDX">Applied Time Series Analysis</a></li>
</ul>
</li>
<li><strong>Misc Machine Learning Topics</strong><ul>
<li><a href="http://web.stanford.edu/class/ee364a/videos.html">EE364a: Convex Optimization I - Stanford University</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLbuogVdPnkCpRvi-qSMCdOwyn4UYoPxTI">CS 6955 - Clustering, Spring 2015, University of Utah</a></li>
<li><a href="http://blogs.ischool.berkeley.edu/i290-abdt-s12/">Info 290 - Analyzing Big Data with Twitter, UC Berkeley school of information</a> (<a href="https://www.youtube.com/playlist?list=PLE8C1256A28C1487F">YouTube</a>)</li>
<li><a href="http://www.stat.cmu.edu/~ryantibs/convexopt-S15/">10-725 Convex Optimization, Spring 2015 - CMU</a></li>
<li><a href="http://www.stat.cmu.edu/~ryantibs/convexopt/">10-725 Convex Optimization: Fall 2016 - CMU</a></li>
<li><a href="http://granite.ices.utexas.edu/coursewiki/index.php/Main_Page">CAM 383M - Statistical and Discrete Methods for Scientific Computing, University of Texas</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLoROMvodv4rPLKxIpqhjhPgdQy7imNkDn">CS224W Machine Learning with Graphs | Spring 2021 | Stanford University</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLyGKBDfnk-iDj3FBd0Avr_dLbrU8VG73O">9.520 - Statistical Learning Theory and Applications, Fall 2015 - MIT</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLacBNHqv7n9gp9cBMrA6oDbzz_8JqhSKo">Reinforcement Learning - UCL</a></li>
<li><a href="http://academictorrents.com/details/493251615310f9b6ae1f483126292378137074cd">Regularization Methods for Machine Learning 2016</a> (<a href="https://www.youtube.com/playlist?list=PLbF0BXX_6CPJ20Gf_KbLFnPWjFTvvRwCO">YouTube</a>)</li>
<li><a href="http://fields2015bigdata2inference.weebly.com/materials.html">Statistical Inference in Big Data - University of Toronto</a></li>
<li><a href="http://www.cs.cmu.edu/~ggordon/10725-F12/schedule.html">10-725 Optimization Fall 2012 - CMU</a></li>
<li><a href="http://www.cs.cmu.edu/~suvrit/teach/aopt.html">10-801 Advanced Optimization and Randomized Methods - CMU</a> (<a href="https://www.youtube.com/playlist?list=PLjTcdlvIS6cjdA8WVXNIk56X_SjICxt0d">YouTube</a>)</li>
<li><a href="http://groups.inf.ed.ac.uk/vision/VIDEO/2015/rl.htm">Reinforcement Learning 2015/16- University of Edinburgh</a></li>
<li><a href="https://nptel.ac.in/courses/106106143/">Reinforcement Learning - IIT Madras</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLDcUM9US4XdMdZOhJWJJD4mDBMnbTWw_z">Statistical Rethinking Winter 2015 - Richard McElreath</a></li>
<li><a href="http://marsyas.cs.uvic.ca/mirBook/course/">Music Information Retrieval - University of Victoria, 2014</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL2A65507F7D725EFB">PURDUE Machine Learning Summer School 2011</a></li>
<li><a href="https://bloomberg.github.io/foml/#home">Foundations of Machine Learning - Blmmoberg Edu</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLqYmG7hTraZDM-OYHWgPebj2MfCFzFObQ">Introduction to reinforcement learning - UCL</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs">Advanced Deep Learning &amp; Reinforcement Learning - UCL</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLAQopGWlIcya-9yzQ8c8UtPOuCv0mFZkr">Web Information Retrieval (Proff. L. Becchetti - A. Vitaletti)</a></li>
<li><a href="https://www.tele-task.de/series/1286/">Big Data Systems (WT 2019/20) - Prof. Dr. Tilmann Rabl - HPI</a></li>
<li><a href="https://www.tele-task.de/series/1179/">Distributed Data Analytics (WT 2017/18) - Dr. Thorsten Papenbrock - HPI</a></li>
</ul>
</li>
</ul>
</div></details>

---

### Computer Networks

<details><summary>
Click to see the resource list
</summary><div>
<ul>
<li><a href="http://www.ini740.com/">14-740 - Fundamentals of Computer Networks - CMU</a></li>
<li><a href="http://www.scs.stanford.edu/10au-cs144/">CS 144 Introduction to Computer Networking - Stanford University, Fall 2013</a> (<a href="https://www.youtube.com/playlist?list=PLvFG2xYBrYAQCyz4Wx3NPoYJOFjvU7g2Z">Lecture videos</a>)</li>
<li><a href="https://www.ecse.rpi.edu/Homepages/koushik/shivkuma-teaching/video_index.html">Computer Communication Networks, Rensselaer Polytechnic Institute - Fall 2001</a> (<a href="https://www.ecse.rpi.edu/Homepages/koushik/shivkuma-teaching/video_index.html#ccn_video">Videos</a>) (<a href="https://www.ecse.rpi.edu/Homepages/koushik/shivkuma-teaching/video_index.html#ccn_foils">Slides</a>)</li>
<li><a href="http://www.cse.wustl.edu/~jain/videos.htm">Audio/Video Recordings and Podcasts of Professor Raj Jain&#39;s Lectures - Washington University in St. Louis</a> (<a href="https://www.youtube.com/user/ProfRajJain/playlists">YouTube</a>)</li>
<li><a href="http://media.pearsoncmg.com/ph/streaming/esm/tanenbaum5e_videonotes/tanenbaum_videoNotes.html">Computer Networks, Tanenbaum, Wetherall Computer Networks 5e - Video Lectures</a></li>
<li><a href="https://courses.cs.washington.edu/courses/csep561/13au/">CSEP 561 - PMP Network Systems, Fall 2013 - University of Washington</a> (<a href="https://courses.cs.washington.edu/courses/csep561/13au/video/">Videos</a>)</li>
<li><a href="https://courses.cs.washington.edu/courses/csep561/08au/">CSEP 561 – Network Systems, Autumn 2008 - University of Washington</a> (<a href="https://courses.cs.washington.edu/courses/csep561/08au/lectures/">Videos</a>)</li>
<li><a href="https://nptel.ac.in/courses/106105081/">Computer Networks - IIT Kharagpur</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLvifRcqOOwF8u4iC7hFTMVC_WD6SEpnkx">Introduction to Data Communications 2013, Steven Gordon - Thammasat University, Thailand</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLE9AAD550EA21F3DC">Introduction to Complex Networks - RIT</a></li>
<li><a href="http://www.leonidzhukov.net/hse/2015/networks/">Structural Analysis and Visualization of Networks</a></li>
<li><a href="https://nptel.ac.in/courses/106105082/">Data Communication - IIT Kharagpur</a></li>
<li><a href="https://nptel.ac.in/courses/117108044/">Error Correcting Codes - IISC Bangalore</a></li>
<li><a href="https://nptel.ac.in/courses/117101053/">Information Theory and Coding - IIT Bombay</a></li>
<li><a href="https://nptel.ac.in/courses/106105154/">Complex Network : Theory and Application - IIT Kharagpur</a></li>
<li><a href="https://nptel.ac.in/courses/117104099/">Advanced 3G and 4G Wireless Mobile Communications - IIT Kanpur</a></li>
<li><a href="https://nptel.ac.in/courses/117101050/">Broadband Networks: Concepts and Technology - IIT Bombay</a></li>
<li><a href="https://nptel.ac.in/courses/117106031/">Coding Theory - IIT Madras</a></li>
<li><a href="https://nptel.ac.in/courses/117101051/">Digital Communication - IIT Bombay</a></li>
<li><a href="https://nptel.ac.in/courses/117105081/">Digital Voice &amp; Picture Communication - IIT Kharagpur</a></li>
<li><a href="https://nptel.ac.in/courses/106105160/">Wireless Ad Hoc and Sensor Networks - IIT Kharagpur</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLoOmvuyo5UAfY5VrkObHTckZHwPsS1VCA">Internetworking with TCP/IP by Prof. Dr. Christoph Meinel - HPI</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLFB088DB91845CA34">CS798: Mathematical Foundations of Computer Networking - University of Waterloo</a></li>
</ul>
</div></details>

---

### Math for Computer Scientist

<details><summary>
Click to see the resource list
</summary><div>
<ul>
<li><a href="https://github.com/Developer-Y/math-science-video-lectures">List of Science &amp; Math courses with video lectures</a></li>
<li><a href="https://www.khanacademy.org/math/">Maths courses all topics covered</a></li>
<li><strong>Calculus</strong><ul>
<li><a href="https://ocw.mit.edu/courses/mathematics/18-01-single-variable-calculus-fall-2006/">18.01 Single Variable Calculus, Fall 2006 - MIT OCW</a></li>
<li><a href="https://ocw.mit.edu/courses/mathematics/18-02-multivariable-calculus-fall-2007/">18.02 Multivariable Calculus, Fall 2007 - MIT OCW</a></li>
<li><a href="https://ocw.mit.edu/courses/mathematics/18-03-differential-equations-spring-2010/">18.03 Differential Equations, Spring 2010 - MIT OCW</a></li>
<li><a href="https://ocw.mit.edu/resources/res-18-005-highlights-of-calculus-spring-2010/">Highlights of Calculus - Gilbert Strang, MIT OCW</a></li>
</ul>
</li>
<li><strong>Discrete Math</strong><ul>
<li><a href="https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-042j-mathematics-for-computer-science-fall-2010/video-lectures/">6.042J - Mathematics for Computer Science, Fall 2010, MIT OCW</a> (<a href="https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-042j-mathematics-for-computer-science-spring-2015/index.htm">Spring 15</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=-XXv-cvA_iD8wQm8U0gG_Z1uHjImKXFy">Computer Science 70, 001 - Spring 2015</a></li>
<li><a href="http://www3.cs.stonybrook.edu/~algorith/math-video/">CSE 547 Discrete Mathematics, Prof Skiena, University of Stony Brook</a></li>
<li><a href="https://itunes.apple.com/us/course/discrete-structures-summer/id698728837">Discrete Structures (Summer 2011) - Rutgers, The State University of New Jersey</a></li>
<li><a href="http://groups.inf.ed.ac.uk/vision/VIDEO/2015/dmmr.htm">Discrete Mathematics and Mathematical Reasoning 2015/16 - University of Edinburgh</a></li>
<li><a href="https://nptel.ac.in/courses/106106094/">Discrete Mathematical Structures - IIT Madras</a></li>
<li><a href="https://itunes.apple.com/us/course/discrete-structures/id546468789">Discrete Structures - Pepperdine University</a></li>
</ul>
</li>
<li><strong>Probability &amp; Statistics</strong><ul>
<li><a href="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</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL2SOU6wwxB0uwwH80KTQ6ht66KWxbzTIo">Statistics 110 - Probability - Harvard University</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL_Ig1a5kxu56TfFnGlRlH2YpOBWGiYsQD">STAT 2.1x: Descriptive Statistics | UC Berkeley</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL_Ig1a5kxu57qPZnHm-ie-D7vs9g7U-Cl">STAT 2.2x: Probability | UC Berkeley</a></li>
<li><a href="http://academictorrents.com/details/a0cbaf3e03e0893085b6fbdc97cb6220896dddf2">MOOC - Statistics: Making Sense of Data, Coursera</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLycnP7USbo1V3jlyjAzWUB201cLxPq4NP">MOOC - Statistics One - Coursera</a></li>
<li><a href="https://nptel.ac.in/courses/117105085/">Probability and Random Processes - IIT Kharagpur</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLgIPpm6tJZoSvrYM54BUqJJ4CWrYeGO40">MOOC - Statistical Inference - Coursera</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLqOZ6FD_RQ7k-j-86QUC2_0nEu0QOP-Wy">131B - Introduction to Probability and Statistics, UCI</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL432AB57AF9F43D4F">STATS 250 - Introduction to Statistics and Data Analysis, UMichigan</a></li>
<li><a href="http://matterhorn.dce.harvard.edu/engage/ui/index.html#/1999/01/82347">Sets, Counting and Probability - Harvard</a></li>
<li><a href="http://www.opinionatedlessons.org/">Opinionated Lessons in Statistics</a> (<a href="https://www.youtube.com/playlist?list=PLUAHeOPjkJseXJKbuk9-hlOfZU9Wd6pS0">Youtube</a>)</li>
<li><a href="https://www.youtube.com/user/BCFoltz/playlists">Statistics - Brandon Foltz</a></li>
<li><a href="https://github.com/rmcelreath/statrethinking_winter2019">Statistical Rethinking: A Bayesian Course Using R and Stan</a> (<a href="https://aalto.cloud.panopto.eu/Panopto/Pages/Sessions/List.aspx#folderID=%22f0ec3a25-9e23-4935-873b-a9f401646812%22">Lectures - Aalto University</a>) (<a href="http://www.stat.columbia.edu/~gelman/book/">Book</a>)<ul>
<li><a href="https://www.youtube.com/playlist?list=PLMn2aW3wpAtPC8tZHQy6nwWsFG7P6sPqw">02402 Introduction to Statistics E12 - Technical University of Denmark</a> (<a href="https://www.youtube.com/playlist?list=PLgowegO9Se58_BnUNnaARajEE_bX-GJEz">F17</a>)</li>
</ul>
</li>
</ul>
</li>
<li><strong>Linear Algebra</strong><ul>
<li><a href="https://ocw.mit.edu/courses/mathematics/18-06sc-linear-algebra-fall-2011/">18.06 - Linear Algebra, Prof. Gilbert Strang, MIT OCW</a></li>
<li><a href="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</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLGqzsq0erqU7w7ZrTZ-pWWk4-AOkiGEGp">Linear Algebra (Princeton University)</a></li>
<li><a href="http://academictorrents.com/details/54cd86f3038dfd446b037891406ba4e0b1200d5a">MOOC: Coding the Matrix: Linear Algebra through Computer Science Applications - Coursera</a></li>
<li><a href="http://cs.brown.edu/courses/cs053/current/lectures.htm">CS 053 - Coding the Matrix - Brown University</a> (<a href="https://cs.brown.edu/video/channels/coding-matrix-fall-2014/">Fall 14 videos</a>)</li>
<li><a href="http://www.cs.cmu.edu/~zkolter/course/linalg/outline.html">Linear Algebra Review - CMU</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL44B6B54CBF6A72DF">A first course in Linear Algebra - N J Wildberger - UNSW</a></li>
<li><a href="http://ma.mathforcollege.com/youtube/index.html">INTRODUCTION TO MATRIX ALGEBRA</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLtmWHNX-gukIc92m1K0P6bIOnZb-mg0hY">Computational Linear Algebra - fast.ai</a> (<a href="https://github.com/fastai/numerical-linear-algebra">Github</a>)</li>
</ul>
</li>
<li><a href="https://www.youtube.com/playlist?list=PL7y-1rk2cCsA339crwXMWUaBRuLBvPBCg">10-600 Math Background for ML - CMU</a></li>
<li><a href="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</a></li>
<li><a href="http://www.stat.cmu.edu/~larry/=stat705/">36-705 - Intermediate Statistics - Larry Wasserman, CMU</a> (<a href="https://www.youtube.com/playlist?list=PLcW8xNfZoh7eI7KSWneVWq-7wr8ffRtHF">YouTube</a>)</li>
<li><a href="https://nptel.ac.in/courses/106108051/">Combinatorics - IISC Bangalore</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLd-PuDzW85Ae4pzlylMLzq_a-RHPx8ryA">Advanced Engineering Mathematics - Notre Dame</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLd-PuDzW85AeltIRcjDY7Z4q49NEAuMcA">Statistical Computing for Scientists and Engineers - Notre Dame</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLd-PuDzW85AcSgNGnT5TUHt85SrCljT3V">Statistical Computing, Fall 2017 - Notre Dame</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL05umP7R6ij1a6KdEy8PVE9zoCv6SlHRS">Mathematics for Machine Learning, Lectures by Ulrike von Luxburg - Tübingen Machine Learning</a></li>
</ul>
</div></details>

---

### Web Programming and Internet Technologies

<details><summary>
Click to see the resource list
</summary><div>
<ul>
<li><a href="http://live.wdd.io/">Web Design Decal - HTML/CSS/JavaScript Course, University of California, Berkeley</a></li>
<li><a href="http://cs75.tv/2012/summer/">CS 75 Building Dynamic Websites - Harvard University</a></li>
<li><a href="https://nptel.ac.in/courses/106105084/">Internet Technology - IIT Kharagpur</a></li>
<li><a href="https://nptel.ac.in/courses/106106156/">Introduction to Modern Application Development - IIT Madras</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLk97mPCd8nvbxGGfkYkBXrSEvpTc1xTF8">CSE 199 - How the Internet Works, Fall 2016 - University of Buffalo</a></li>
<li><a href="https://www.schneems.com/ut-rails">Open Sourced Elective: Database and Rails - Intro to Ruby on Rails, University of Texas</a> (<a href="https://www.youtube.com/playlist?list=PL7A85FD7803A8CB1F">Lectures - Youtube</a>)</li>
<li><a href="https://courses.cs.washington.edu/courses/csep545/12wi/">CSEP545 - Transaction Processing for E-Commerce, Winter 2012 - University of Washington</a> (<a href="https://courses.cs.washington.edu/courses/csep545/12wi/video/">Videos</a>)</li>
<li><a href="https://www.cs.colostate.edu/~ct310/yr2016sp/home_progress.php">CT 310 Web Development - Colorado State University</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLvifRcqOOwF9cfLMTE-42fiBsWvBsOEkS">Internet Technologies and Applications 2012, Steven Gordon - Thammasat University, Thailand</a></li>
<li><a href="https://itunes.apple.com/WebObjects/MZStore.woa/wa/viewPodcast?id=454017618">CSCI 3110 Advanced Topics in Web Development, Fall 2011 - ETSU iTunes</a></li>
<li><a href="https://itunes.apple.com/us/itunes-u/e-commerce-implementation/id1020427670">CSCI 5710 e-Commerce Implementation, Fall 2015 - ETSU iTunes</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLAwxTw4SYaPlLXUhUNt1wINWrrH9axjcI">MOOC - Web Development - Udacity</a></li>
<li><a href="https://open.hpi.de/courses/webtech2015/items/4oqxq6euKfhXgHOMwFBxbn">Web Technologies Prof. Dr. Christoph Meinel - HPI</a></li>
</ul>
</div></details>

---

### Theoretical CS and Programming Languages

<details><summary>
Click to see the resource list
</summary><div>
<ul>
<li><a href="https://archive.org/details/academictorrents_e31e54905c7b2669c81fe164de2859be4697013a">MOOC - Compilers - Stanford University</a></li>
<li><a href="https://sites.google.com/a/bodik.org/cs164/home">CS 164 Hack your language, UC Berkeley</a> (<a href="https://www.youtube.com/playlist?list=PL3A16CFC42CA6EF4F">Lectures - Youtube</a>)</li>
<li><a href="http://www.aduni.org/courses/theory/index.php?view=cw">Theory of computation - Shai Simonson</a></li>
<li><a href="http://cs.brown.edu/courses/cs173/2012/Videos/">CS 173 Programming Languages, Brown University</a> (<a href="http://cs.brown.edu/courses/cs173/2012/book/">Book</a>)</li>
<li><a href="https://courses.engr.illinois.edu/cs421/fa2014/">CS 421 - Programming Languages and Compilers, UIUC</a></li>
<li><a href="http://pgbovine.net/cpython-internals.htm">CSC 253 - CPython internals: A ten-hour codewalk through the Python interpreter source code, University of Rochester</a></li>
<li><a href="https://courses.cs.washington.edu/courses/cse341/13sp/">CSE341 - Programming Languages, Dan Grossman, Spring 2013 - University of Washington</a></li>
<li><a href="https://courses.cs.washington.edu/courses/csep501/09au/lectures/video.html">CSEP 501 - Compiler Construction, University of Washington</a> (<a href="https://www.youtube.com/playlist?list=PLTPQEx-31JXhfAWGnGzwbfhB2zUB7Jd4C">Lectures - Youtube</a>)</li>
<li><a href="https://courses.cs.washington.edu/courses/csep505/15wi/video/">CSEP 505 Programming Languages, Winter 2015 - University of Washington</a></li>
<li><a href="http://cs.wheaton.edu/~tvandrun/dmfp/">DMFP - Discrete Mathematics and Functional Programming, Wheaton College</a></li>
<li><a href="https://courses.engr.illinois.edu/cs498374/fa2014/lectures.html">CS 374 - Algorithms &amp; Models of Computation (Fall 2014), UIUC</a> (<a href="https://www.youtube.com/playlist?list=PL0v718LJg-7_4Zwx3CE7kZ398mhlB2TqF473">Lecture videos</a>)</li>
<li><a href="https://stellar.mit.edu/S/course/6/sp15/6.045/materials.html">6.045 Automata, Computability, and Complexity, MIT</a> (<a href="http://stellar.mit.edu/S/course/6/sp15/6.045/special/videos/index.html">Lecture Videos</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PL82C4B8475CAC3F95">MOOC - Automata - Jeffrey Ullman - Coursera</a></li>
<li><a href="http://web.cecs.pdx.edu/~harry/videos/">CS581 Theory of Computation - Portland State University</a> (<a href="https://www.youtube.com/playlist?list=PLbtzT1TYeoMjNOGEiaRmm_vMIwUAidnQz">Lectures - Youtube</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLslgisHe5tBM8UTCt1f66oMkpmjCblzkt">Theory of Computation - Fall 2011 UC Davis</a></li>
<li><a href="http://www.cse.chalmers.se/edu/course/TDA555/index.html">TDA555 Introduction to Functional Programming - Chalmers University of Technology</a> (<a href="https://www.youtube.com/playlist?list=PLIQ9jYeUxhgqEnjey91yRTITaXqZQy3Ta">Lectures - YouTube</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLtRG9GLtNcHBv4cuh2w1cz5VsgY6adoc3">Philip Wadler Haskell lecture recordings</a></li>
<li><a href="http://www.inf.ed.ac.uk/teaching/courses/inf1/fp/">Functional Programming - University of Edinburgh - 2016-17</a></li>
<li><a href="https://www.youtube.com/user/afigfigueira/playlists?sort=dd&amp;view=50&amp;shelf_id=9">MOOC - Functional Programming Principles in Scala by Martin Odersky</a></li>
<li><a href="https://people.eecs.berkeley.edu/~bodik/cs294fa12">CS294 - Program Synthesis for Everyone</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLMhMDErmC1TdBMxd3KnRfYiBV2ELvLyxN">MOOC - Principles of Reactive Programming, Scala - Coursera</a></li>
<li><a href="https://bartoszmilewski.com/2014/10/28/category-theory-for-programmers-the-preface/">Category Theory for Programmers, 2014 - Bartosz Milewski</a> (<a href="https://www.youtube.com/playlist?list=PLbgaMIhjbmEnaH_LTkxLI7FMa2HsnawM_">YouTube</a>)</li>
<li>Oregon Programming Languages Summer School (Proof theory, type theory, category theory, verification)<ul>
<li><a href="https://www.cs.uoregon.edu/research/summerschool/summer12/curriculum.html">2012 Lectures</a></li>
<li><a href="https://www.cs.uoregon.edu/research/summerschool/summer13/curriculum.html">2013 Lectures</a></li>
<li><a href="https://www.cs.uoregon.edu/research/summerschool/summer14/curriculum.html">2014 Lectures</a></li>
<li><a href="https://www.cs.uoregon.edu/research/summerschool/summer15/curriculum.html">2015 Lectures</a></li>
<li><a href="https://www.cs.uoregon.edu/research/summerschool/summer16/curriculum.php">2016 Lectures</a></li>
</ul>
</li>
<li><a href="http://www.inf.ed.ac.uk/teaching/courses/inf1/cl/">Inf1 - Computation and Logic 2015 - University of Edinburgh</a></li>
<li><a href="http://www.inf.ed.ac.uk/teaching/courses/inf1/fp/">INFORMATICS 1 - FUNCTIONAL PROGRAMMING - University of Edinburgh</a> (<a href="http://groups.inf.ed.ac.uk/vision/VIDEO/2015/inf1fp.htm">Videos</a>)</li>
<li><a href="https://nptel.ac.in/courses/106108052/">Compiler Design - IISC Bangalore</a></li>
<li><a href="https://nptel.ac.in/courses/106104123/">Compiler Design - IIT Kanpur</a></li>
<li><a href="https://nptel.ac.in/courses/106102067/">Principles of Programming Languages - IIT Delhi</a></li>
<li><a href="https://nptel.ac.in/courses/106108113/">Principles of Compiler Design - IISC Bangalore</a></li>
<li><a href="https://nptel.ac.in/courses/106106137/">Functional Programming in Haskell - IIT Madras</a></li>
<li><a href="https://nptel.ac.in/courses/106104148/">Theory of Computation - IIT Kanpur</a></li>
<li><a href="https://nptel.ac.in/courses/106106049/">Theory of Automata, Formal Languages and Computation - IIT Madras</a></li>
<li><a href="https://nptel.ac.in/courses/106104028/">Theory of Computation - IIT Kanpur</a></li>
<li><a href="https://nptel.ac.in/courses/106102013/">Logic for CS - IIT Delhi</a></li>
<li><a href="https://www.cs.swarthmore.edu/~jpolitz/cs75/s16/index.html">Principles of Compiler Design - Swarthmore College</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLm3J0oaFux3YL5vLXpzOyJiLtqLp6dCW2">Undergrad Complexity Theory at CMU</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLm3J0oaFux3b8Gg1DdaJOzYNsaXYLAOKH">Graduate Complexity Theory at CMU</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLm3J0oaFux3aafQm568blS9blxtA_EWQv">Great Ideas in Theoretical Computer Science at CMU </a></li>
<li><a href="https://www.youtube.com/playlist?list=PLm3J0oaFux3YypJNaF6sRAf2zC1QzMuTA">Analysis of Boolean Functions at CMU</a></li>
<li><a href="http://ais.informatik.uni-freiburg.de/teaching/ss15/bridging/">Theoretical Computer Science (Bridging Course)(Tutorial) - SS 2015</a></li>
</ul>
</div></details>

---

### Embedded Systems

<details><summary>
Click to see the resource list
</summary><div>
 <ul>
<li><a href="http://users.ece.utexas.edu/~valvano/Volume1/E-Book/VideoLinks.htm">EE319K Embedded Systems - UT Austin</a><ul>
<li><a href="https://www.youtube.com/playlist?list=PLyg2vmIzGxXGBxFu8nvX3KBadSdsNAvbA">EE445L Embedded Systems Design Lab, Fall 2015, UTexas</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL-XXv-cvA_iDq3FCoYLeUL-X-NUlT405n">CS149 Embedded Systems - Fall 2014 - UCBerkeley</a></li>
<li><a href="http://people.ece.cornell.edu/land/courses/ece4760/">ECE 4760 Designing with Microcontrollers Fall 2016, Cornell University</a> (<a href="https://www.youtube.com/playlist?list=PLKcjQ_UFkrd4I5WOIxHEYZ7iY04lj15Ez">Lectures - Youtube</a>)</li>
<li><a href="http://people.ece.cornell.edu/land/courses/ece5760/">ECE 5760 - Advanced Microcontroller Design and system-on-chip, Spring 2016 - Cornell University</a></li>
<li><a href="http://rts.lab.asu.edu/web_438_Fall_2014/CSE438_Fall2014_Main_page.htm">CSE 438/598 Embedded Systems Programming ASU</a></li>
<li><a href="http://rts.lab.asu.edu/web_ESP_Summer2014/ESP_Main_page.htm">Summer Short Course on Embedded Systems Programming</a></li>
<li><a href="https://video.tu-clausthal.de/vorlesung/408.html">Internet of Things by Prof. Dr.-Ing. Dietmar P. F. Möller</a></li>
<li><a href="https://courses.cs.washington.edu/courses/cse351/16sp/videos.html">CSE 351 - The Hardware/Software Interface, Spring 16 - University of Washington</a> (<a href="http://academictorrents.com/details/f1384286c8581bffba11e378fdb37608e649d82a">Coursera</a>)</li>
<li><a href="http://people.ece.cornell.edu/land/courses/ece5030/">ECE 5030 - Electronic Bioinstrumentation, Spring 2014 - Cornell University </a></li>
<li><a href="https://www.youtube.com/playlist?list=PLQefpK95HyFmao3zi-WDOMkeSev-Je5dE">ECE/CS 5780/6780 - Embedded Systems Design, Spring 14 - University of Utah</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLE4462C1C306E2EB2">Embedded Systems Class - Version 1 - 2011 - UNCC</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLPIqCiMhcdO5gxLJWt_hY5CPMzqg75IU5">Embedded Systems using the Renesas RX63N Processor - Version 3 - UNCC</a></li>
<li><a href="http://eemedia.ee.unsw.edu.au/ELEC2142/index.htm">ELEC2142 - Embedded Systems Design - UNSW</a></li>
<li><a href="https://www.tele-task.de/series/864/">Software Engineering for Embedded Systems (WS 2011/12) - HPI Univesrity of Potsdam</a></li>
<li><a href="https://nptel.ac.in/courses/117106112/">Embedded Software Testing - IIT Madras</a></li>
<li><a href="https://nptel.ac.in/courses/108102045/">Embedded Systems - IIT Delhi</a></li>
<li><a href="https://nptel.ac.in/courses/106105159/">Embedded Systems Design - IIT Kharagpur</a></li>
<li><a href="https://nptel.ac.in/courses/117106111/">ARM Based Development - IIT Madras</a></li>
<li><a href="https://itunes.apple.com/us/itunes-u/software-engineering-for-self/id993578475">Software Engineering for Self Adaptive Systems - iTunes - HPI Univesrity of Potsdam</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLnvE9iJk1wvib_pdUPdQGYZrkrmg9mf__">EE260 Embedded Systems by Robert Paz</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLHih6DnKQaoYQ5PIT3Tp-UrqUguDYWYQu">IoT Summer School</a></li>
<li><a href="http://www.cim.mcgill.ca/~jer/courses/es/">ECSE 421 - Embedded Systems - McGill</a></li>
<li><a href="http://ee402.eeng.dcu.ie/lecture-videos">EE402 - Object-oriented Programming with Embedded Systems</a></li>
<li><a href="https://nptel.ac.in/courses/108/108/108108123/">NOC:Advanced IOT Applications - IISc Bangalore</a></li>
<li><a href="https://nptel.ac.in/courses/108/108/108108098/">NOC:Design for internet of things - IISc Bangalore</a></li>
</ul>
</li>
</ul>
</div></details>

---

### Real time system evaluation

<details><summary>
Click to see the resource list
</summary><div>
<ul>
<li><a href="https://nptel.ac.in/courses/106/106/106106048/">Performance evaluation of Computer systems - IIT Madras</a></li>
<li><a href="https://nptel.ac.in/courses/106/105/106105036/">Real Time systems - IIT Karaghpur</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLoROMvodv4rMWw6rRoeSpkiseTHzWj6vu">EE 380 Colloquim on Computer Systems - Stanford University</a></li>
<li><a href="https://nptel.ac.in/courses/106/108/106108058/">System storages - IISc Bangalore</a></li>
</ul>
</div></details>

---

### Computer Organization and Architecture

<details><summary>
Click to see the resource list
</summary><div>
<ul>
<li><strong>Computer Organization</strong><ul>
<li><a href="http://aduni.org/courses/hcw/index.php?view=cw">How Computers Work - Aduni</a></li>
<li><a href="http://www-inst.eecs.berkeley.edu/~cs61c/sp15/">CS 61C - Machine Structures, UC Berkeley</a> (<a href="http://www.infocobuild.com/education/audio-video-courses/computer-science/cs61c-spring2015-berkeley.html">Lectures - InfoCoBuild</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLrRW1w6CGAcXbMtDFj205vALOGmiRc82-">6.004 - Computation Structures Spring 2013, MIT</a></li>
<li><a href="http://www.cs.utah.edu/~rajeev/cs3810/">CS/ECE 3810 Computer Organization, Fall 2015, , University of Utah</a> (<a href="https://www.youtube.com/playlist?list=PLm7BxCUdWqZzjZ-jRe73KUfj2GsSS2FPy">YouTube</a>)</li>
<li><a href="https://nptel.ac.in/courses/117105078/">Digital Computer Organization - IIT Kharagpur</a></li>
<li><a href="https://nptel.ac.in/courses/106106092/">Computer Organization - IIT Madras</a></li>
<li><a href="http://video.bilkent.edu.tr/course_videos.php?courseid=16">CS-224 - Computer Organization, 2009-2010 Spring, Bilkent University</a> (<a href="https://www.youtube.com/playlist?list=PLhwVAYxlh5dvB1MkZrcRZy6x_a2yORNAu">YouTube playlist</a>)</li>
<li><a href="http://groups.inf.ed.ac.uk/vision/VIDEO/2014/inf2c-cs.htm">INFORMATICS 2C - INTRODUCTION TO COMPUTER SYSTEMS (AUTUMN 2016) - University of Edinburgh</a></li>
</ul>
</li>
<li><strong>Computer Architecture</strong><ul>
<li><a href="http://www.ece.cmu.edu/~ece447/s14/doku.php?id=schedule">18-447 - Introduction to Computer Architecture, CMU</a> (<a href="https://www.youtube.com/playlist?list=PL5PHm2jkkXmgVhh8CHAu9N76TShJqfYDt">Lectures - YouTube - Fall 15</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLkFD6_40KJIwEiwQx1dACXwh-2Fuo32qr">CS 152 Computer Architecture and Engineering, UC Berkeley</a></li>
<li><a href="https://courses.cs.washington.edu/courses/csep548/12au/video/index.html">CSEP 548 - Computer Architecture Autumn 2012 - University of Washington</a></li>
<li><a href="http://www.cs.utah.edu/~rajeev/cs6810/">CS/ECE 6810 Computer Architecture, Spring 2016, University of Utah</a> (<a href="https://www.youtube.com/playlist?list=PL8EC1756A7B1764F6">YouTube</a>)</li>
<li><a href="http://academictorrents.com/details/53bae6d22f3b6e692673f9335e0a0198c1618426">MOOC - Computer Architecture, David Wentzlaff - Princeton University/Coursera</a></li>
<li><a href="https://safari.ethz.ch/architecture/fall2019/doku.php?id=schedule">Computer Architecture - ETH Zürich - Fall 2019</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL5Q2soXY2Zi-IXWTT7xoNYpst5-zdZQ6y">Digital Circuits and Computer Architecture - ETH Zurich - Spring 2017</a></li>
<li><a href="https://nptel.ac.in/courses/106102062/">Computer Architecture - IIT Delhi</a></li>
<li><a href="https://nptel.ac.in/courses/106104122/">Computer Architecture - IIT Kanpur</a></li>
<li><a href="https://nptel.ac.in/courses/106106134/">Computer Architecture - IIT Madras</a></li>
<li><a href="https://nptel.ac.in/courses/106105033/">High Performance Computer Architecture - IIT Kharagpur</a></li>
</ul>
</li>
<li><strong>Parallel Computer Architecture</strong><ul>
<li><a href="http://15418.courses.cs.cmu.edu/spring2015/">15-418 - Parallel Computer Architecture and Programming, CMU</a> (<a href="https://scs.hosted.panopto.com/Panopto/Pages/Sessions/List.aspx#folderID=%22a5862643-2416-49ef-b46b-13465d1b6df0%22">Lecture Videos</a>)</li>
<li><a href="https://people.eecs.berkeley.edu/~demmel/cs267_Spr16/">CS 267 Applications of Parallel Computers, Spring 16 - UC Berkeley</a> (<a href="https://www.youtube.com/playlist?list=PLkFD6_40KJIzSfxr35ZT59-LZcibZmfp2">YouTube</a>)</li>
<li><a href="http://academictorrents.com/details/8903d0871c652b96c7b29db738cea76902d65888">MOOC - Heterogeneous Parallel Programming    - Coursera</a></li>
<li><a href="https://nanohub.org/resources/7225">ECE 498AL - Programming Massively Parallel Processors</a></li>
<li><a href="https://nptel.ac.in/courses/106102114/">Parallel Computing - IIT Delhi</a></li>
<li><a href="http://groups.inf.ed.ac.uk/vision/VIDEO/2012/pa.htm">Parallel Architectures 2012/13- University of Edinburgh</a></li>
</ul>
</li>
<li><strong>Digital Systems Design</strong><ul>
<li><a href="https://www.youtube.com/playlist?list=PLB52B8F4E464CEEF7">ELEC2141 Digital Circuit Design, UNSW</a></li>
<li><a href="https://nptel.ac.in/courses/117105080/">Digital Systems Design - IIT Kharagpur</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLPIqCiMhcdO7bBmieyG5u41x2Ogcn67Bs">Digital Design Course - 2015 - UNCC</a></li>
</ul>
</li>
<li><a href="https://www.youtube.com/playlist?list=PL6B940F08B9773B9F">CS1 - Higher Computing - Richard Buckland UNSW</a></li>
<li><a href="https://www.nand2tetris.org/">MOOC - From NAND to TetrisBuilding a Modern Computer From First Principles</a> (<a href="https://www.youtube.com/playlist?list=PLNMIACtpT9BfztU0P92qlw8Gd4vxvvfT1">YouTube</a>)</li>
<li><a href="https://ocw.tudelft.nl/courses/system-validation/">System Validation, TU Delft</a></li>
<li><a href="https://nptel.ac.in/courses/106108055/">High Performance Computing - IISC Bangalore</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLUFkSN0XLZ-n91t_AX5zO007Giz1INwPd">Introduction to ARM - Open SecurityTraining</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL038BE01D3BAEFDB0">Intro x86 (32 bit) - Open SecurityTraining</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL8F8D45D6C1FFD177">Intermediate x86 (32 bit) - Open SecurityTraining</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL5Q2soXY2Zi8J58xLKBNFQFHRO3GrXxA9">Design of Digital Circuits - ETH Zürich - Spring 2019</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL5Q2soXY2Zi_gntM55VoMlKlw7YrXOhbl">Onur Mutlu @ TU Wien 2019 - Memory Systems</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL5Q2soXY2Zi-IymxXpH_9vlZCOeA7Yfn9">Memory Systems Course - Technion, Summer 2018</a></li>
</ul>
</div></details>

---

### Security

<details><summary>
Click to see the resource list
</summary><div>
<ul>
<li><a href="https://www.tele-task.de/series/1227/">Internet Security (WT 2018/19) - HPI University of Potsdam</a></li>
<li><a href="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</a></li>
<li><a href="https://cs161.org/">CS 161: Computer Security, UC Berkeley</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL6ogFv-ieghe8MOIcpD6UDtdK-UMHG8oH">6.875 - Cryptography - Spring 2018- MIT </a></li>
<li><a href="https://courses.cs.washington.edu/courses/csep590a/11wi/">CSEP590A - Practical Aspects of Modern Cryptography, Winter 2011 - University of Washington</a> (<a href="https://courses.cs.washington.edu/courses/csep590a/11wi/video/">Videos</a>)</li>
<li><a href="https://courses.engr.illinois.edu/cs461/sp2016/">CS461/ECE422 - Computer Security - University of Illinois at Urbana-Champaign</a> (<a href="https://recordings.engineering.illinois.edu:8443/ess/portal/section/8a560718-345a-417a-b665-6bd375a71ee2">Videos</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLwJWuZfL_Ga2KJrTf9hOIgAQWkSpn9RNm">Introduction to Cryptography, Christof Paar - Ruhr University Bochum, Germany</a></li>
<li><a href="https://itunes.apple.com/us/itunes-u/computer-science-foundations/id389259109">ECS235B Foundations of Computer and Information Security - UC Davis</a></li>
<li><a href="http://www.cs.fsu.edu/~redwood/OffensiveComputerSecurity/lectures.html">CIS 4930/ CIS 5930 - Offensive Computer Security, Florida State University</a></li>
<li><a href="https://nptel.ac.in/courses/106106129/">Introduction to Information Security I - IIT Madras</a></li>
<li><a href="https://nptel.ac.in/courses/106106141/">Information Security - II - IIT Madras</a></li>
<li><a href="https://nptel.ac.in/courses/106107155/">Introduction to Cryptology - IIT Roorkee</a></li>
<li><a href="https://nptel.ac.in/courses/106105031/">Cryptography and Network Security - IIT Kharagpur</a></li>
<li><a href="https://courseware.stanford.edu/pg/courses/334553/18636-spring-2013">18-636 Browser Security, Stanford</a></li>
<li><a href="https://www.tele-task.de/archive/series/overview/1084/">Internet Security - Weaknesses and Targets (WT 2015/16)</a> (<a href="https://www.tele-task.de/archive/series/overview/921/">WT 2012/13</a> (<a href="https://www.youtube.com/playlist?list=PLVWVhkyKd-7taP50fB9PeZ2W_EPTOLD8o">YouTube</a>))</li>
<li><a href="https://www.youtube.com/playlist?list=PLvifRcqOOwF9-XSGfm-3uA9DfF7plasCF">IT Security, Steven Gordon - Thammasat University, Thailand</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLvifRcqOOwF-z2sfMb3w0uQzd7PfaLFlU">Security and Cryptography, Steven Gordon - Thammasat University, Thailand</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL3F2F89F4CD1E1DF4">MOOC - Cryptography - Coursera</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLAwxTw4SYaPkG-z00NybuIyDqT4sRh3ak">MOOC - Intro to Information Security - Udacity</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLciCszvvRCTV09wIXJwiPmYF7thHiq4En">ICS 444 - Computer &amp; Network Security</a></li>
<li><a href="https://nptel.ac.in/courses/106106146/">Privacy and Security in Online Social Networks - IIT Madras</a></li>
<li><a href="http://opensecuritytraining.info/MalwareDynamicAnalysis.html">Malware Dynamic Analysis - Open SecurityTraining</a> (<a href="https://www.youtube.com/playlist?list=PLUFkSN0XLZ-kqYbGpY4Gt_VATd4ytQg-Z">YouTube</a>)</li>
<li><a href="https://asecuritysite.com/csn09112">CSN09112 - Network Security and Cryptography - Bill Buchanan - Edinburgh Napier</a></li>
<li><a href="https://asecuritysite.com/csn10107">CSN10107 - Security Testing and Network Forensics - Bill Buchanan - Edinburgh Napier</a></li>
<li><a href="https://asecuritysite.com/csn11123">CSN11123 - Advanced Cloud and Network Forensics - Bill Buchanan - Edinburgh Napier</a></li>
<li><a href="https://asecuritysite.com/csn11117">CSN11117 - e-Security - Bill Buchanan - Edinburgh Napier</a></li>
<li><a href="https://asecuritysite.com/csn08704">CSN08704 - Telecommunications - Bill Buchanan - Edinburgh Napier</a></li>
<li><a href="https://asecuritysite.com/CSN11128">CSN11128 - Incident Response and Malware Analysus - Bill Buchanan - Edinburgh Napier</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLoOmvuyo5UAdsi-IacgZJQF1MRw0Ee-HH">Internet Security for Beginners by Dr. Christoph Meinel - HPI</a></li>
</ul>
</div></details>

---

### Computer Graphics

<details><summary>
Click to see the resource list
</summary><div>
<ul>
<li><a href="http://inst.eecs.berkeley.edu/~cs184/fa12/onlinelectures.html">CS184 - Computer Graphics, Fall 2012 - UC Berkeley</a></li>
<li><a href="https://itunes.apple.com/us/itunes-u/computer-graphics-fall-2009/id457893733?mt=10">ECS 175 - Computer Graphics, Fall 2009 - UC Davis</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLkHIj5SCfn3_PCotoqTetMpJc_jkpkgLt">6.837 - Computer Graphics - Spring 2017 - MIT </a></li>
<li><a href="https://www.youtube.com/playlist?list=PLkHIj5SCfn3-FeWqD3xeOZWP2kQYY654o">6.838 - Shape Analysis - Spring 2017- MIT </a></li>
<li><a href="https://nptel.ac.in/courses/106102065/">Introduction to Computer Graphics - IIT Delhi</a></li>
<li><a href="https://nptel.ac.in/courses/106106090/">Computer Graphics - IIT Madras</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLDFA8FCF0017504DE">Computer Graphics 2012, Wolfgang Huerst, Utrecht University</a></li>
<li><a href="http://dataviscourse.net/2016/index.html">CS 5630/6630 - Visualization, Fall 2016, University of Utah</a> (<a href="https://www.youtube.com/playlist?list=PLbuogVdPnkCpQY3miQpTJtnHgCLze2lr0">Lectures - Youtube</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLslgisHe5tBNnySlj9TlL-n-4jNEK-xgi">Advanced Visualization UC Davis</a></li>
<li><a href="https://itunes.apple.com/us/itunes-u/csci-e-234-introduction-to/id429428034?mt=10">CSCI E-234 - Introduction to Computer Graphics and GPU Programming, Harvard Extension School</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL9C949E9F19381E61">Computer Graphics Fall 2011, Barbara Hecker</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL4A8BA1C3B38CFCA0">Introduction to Graphics Architecture</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLslgisHe5tBPckSYyKoU3jEA4bqiFmNBJ">Ray Tracing for Global Illumination, UCDavis</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi">Rendering / Ray Tracing Course, SS 2015 - TU Wien</a></li>
<li><a href="http://graphics.cs.ucdavis.edu/~joy/ecs178/Units.html">ECS 178 Introduction to Geometric Modeling, Fall 2012, UC Davis</a> (<a href="https://itunes.apple.com/us/itunes-u/computer-science-introduction/id389259246">iTunes</a>)</li>
<li><a href="https://nptel.ac.in/courses/106102011/">Computational Geometry - IIT Delhi</a></li>
<li><a href="http://graphics.stanford.edu/courses/cs468-13-spring/schedule.html">CS 468 - Differential Geometry for Computer Science - Stanford University</a> (<a href="https://www.youtube.com/playlist?list=PL_deCdukpyu1rdH85XsEEREbpoqEauiJl">Lecture videos</a>)</li>
<li><a href="http://15462.courses.cs.cmu.edu/fall2020/">CMU 15-462/662: Computer Graphics</a></li>
</ul>
</div></details>

---

### Image Processing and Computer Vision

<details><summary>
Click to see the resource list
</summary><div>
<ul>
<li><a href="https://www.youtube.com/playlist?list=PLZ9qNFMHZ-A79y1StvUUqgyL-O0fZh2rs">MOOC - Digital Image procesing - Duke/Coursera</a></li>
<li><a href="http://www.klewel.com/conferences/epfl-computer-vision/">Computer Vision 2011 - EPFL, Switzerland</a></li>
<li><a href="https://nptel.ac.in/courses/117105079/">Digital Image Processing - IIT Kharagpur</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLA64AFAE28B8DD0FD">Image Processing and Analysis - UC Davis</a></li>
<li><a href="https://courses.engr.illinois.edu/cs543/sp2017/">CS 543 - Computer Vision – Spring 2017</a> (<a href="https://echo360.org/section/283b0471-3d9f-4efb-9c51-bc00e778735e/home">Recordings</a>)</li>
<li><a href="https://www.crcv.ucf.edu/courses/cap5415-fall-2012/">CAP 5415 - Computer Vision - University of Central Florida</a>(<a href="https://www.youtube.com/playlist?list=PLd3hlSJsX_ImKP68wfKZJVIPTd8Ie5u-9">Video Lectures</a>)</li>
<li><a href="https://inst.eecs.berkeley.edu/~ee225b/sp14/">EE225B - Digital Image Processing, Spring 2014 - UC Berkeley</a> (<a href="http://www-video.eecs.berkeley.edu/~avz/video_225b.html">Videos - Spring 2006</a>)</li>
<li><a href="https://engineering.purdue.edu/~bouman/ece637/">EE637 - Digital Image Processing I - Purdue University</a> (<a href="https://www.youtube.com/user/ModelBasedImaging">Videos - Sp 2011 </a>,<a href="https://engineering.purdue.edu/~bouman/ece637/lectures/lectures07/">Videos - Sp 2007</a>)</li>
<li><a href="https://vision.in.tum.de/teaching/ws2015/vmcv2015">Computer Vision I: Variational Methods - TU München</a> (<a href="https://www.youtube.com/playlist?list=PLTBdjV_4f-EJ7A2iIH5L5ztqqrWYjP2RI">YouTube</a>)</li>
<li><a href="https://vision.in.tum.de/teaching/ss2016/mvg2016">Computer Vision II: Multiple View Geometry (IN2228), SS 2016 - TU München</a> (<a href="https://www.youtube.com/playlist?list=PLTBdjV_4f-EJn6udZ34tht9EVIW7lbeo4">YouTube</a>)</li>
<li><a href="http://inside.mines.edu/~whoff/courses/EENG510/lectures/">EGGN 510 - Image and Multidimensional Signal Processing - Colorado School of Mines</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL4B3F8D4A5CAD8DA3">EENG 512/CSCI 512 - Computer Vision - Colorado School of Mines</a></li>
<li><a href="https://www.ecse.rpi.edu/~rjradke/cvfxcourse.html">Computer Vision for Visual Effects - RPI</a> (<a href="https://www.youtube.com/playlist?list=PLuh62Q4Sv7BUJlKlt84HFqSWfW36MDd5a">YouTube</a>)</li>
<li><a href="https://www.ecse.rpi.edu/~rjradke/improccourse.html">Introduction to Image Processing - RPI</a> (<a href="https://www.youtube.com/playlist?list=PLuh62Q4Sv7BUf60vkjePfcOQc8sHxmnDX">YouTube</a>)</li>
<li><a href="https://www.crcv.ucf.edu/cap6412-spring-2013/">CAP 6412 - Advanced Computer Vision - University of Central Florida</a>(<a href="https://www.crcv.ucf.edu/cap6412-spring-2013/">Video lectures</a>) (<a href="https://www.youtube.com/playlist?list=PLd3hlSJsX_ImoNaeX5vFrxogGXTSmS993">Spring 2018</a>)</li>
<li><a href="https://www.ecse.rpi.edu/~rjradke/dspcourse.html">Digital Signal Processing - RPI</a></li>
<li><a href="http://homepages.inf.ed.ac.uk/rbf/AVINVERTED/main_av.htm">Advanced Vision 2014 - University of Edinburgh</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLgnQpQtFTOGRsi5vzy9PiQpNWHjq-bKN1">Photogrammetry Course - 2015/16 - University of Bonn, Germany</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLAwxTw4SYaPnbDacyrK_kB_RUkuxQBlCm">MOOC - Introduction to Computer Vision - Udacity</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLuh62Q4Sv7BUf60vkjePfcOQc8sHxmnDX">ECSE-4540 - Intro to Digital Image Processing - Spring 2015 - RPI</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLuRaSnb3n4kSQFyt8VBldsQ9pO9Xtu8rY">Machine Learning for Computer Vision - Winter 2017-2018 - UniHeidelberg </a></li>
<li><a href="https://www.youtube.com/playlist?list=PLcXJymqaE9POZaT6UFAUUvrQiVQLfzCLN">High-Level Vision - CBCSL OSU</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLcXJymqaE9POnU3bVmCVMmtSXzCpcj28T">Advanced Computer Vision - CBCSL OSU</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLcXJymqaE9PMexHWGgXJVINpr6ajy5vuz">Introduction to Image Processing &amp; Computer Vision - CBCSL OSU</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLTBdjV_4f-EIiongKlS9OKrBEp8QR47Wl">Machine Learning for Computer Vision - TU Munich</a></li>
<li><a href="https://nptel.ac.in/courses/106104119/">Biometrics - IIT Kanpur</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLTWuXgjdOrnmXVVQG5DRkVeOIGOcTmCIw">Quantitative Big Imaging 2019 ETH Zurich</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLyH-5mHPFffFvCCZcbdWXAb_cTy4ZG3Dj">Multiple View Geometry in Computer Vision</a></li>
<li><a href="https://www.ipb.uni-bonn.de/3dcs-ge-2020/">3D Coordinate Systems – Remote Course (GE, 2020) - University of Bonn</a> (<a href="https://www.ipb.uni-bonn.de/teaching/3d-coordinate-systems-podcasts/">2013 lectures</a>)</li>
<li><a href="https://www.ipb.uni-bonn.de/teaching/cpp-2020/lectures">Modern C++ Course For CV (2020) - University of Bonn</a></li>
<li><a href="https://www.ipb.uni-bonn.de/photo1-2020/">Photogrammetry 1 Course – 2020 - University of Bonn</a></li>
<li><a href="https://www.ipb.uni-bonn.de/photo2-2020/">Photogrammetry II Course 2020/21 - University of Bonn</a></li>
</ul>
</div></details>

---

### Computational Biology

<details><summary>
Click to see the resource list
</summary><div>
<ul>
<li><a href="http://web.cs.ucdavis.edu/~gusfield/cs124videos/videolist.html">ECS 124 - Foundations of Algorithms for Bioinformatics - Dan Gusfield, UC Davis</a> (<a href="https://www.youtube.com/playlist?list=PL_w_qWAQZtAbh8bHfzXYpdnVKCGCDmmoL">YouTube</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLA48145CC64FE7990">CSE549 - Computational Biology - Steven Skiena - 2010 SBU</a></li>
<li><a href="https://ocw.mit.edu/courses/physics/8-591j-systems-biology-fall-2014/">7.32 Systems Biology, Fall 2014 - MIT OCW</a></li>
<li><a href="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</a></li>
<li><a href="http://compbio.mit.edu/lectures.html">6.047/6.878 Public Lectures on Computational Biology: Genomes, Networks, Evolution - MIT</a></li>
<li><a href="https://cmgm.stanford.edu/bio84/">Bio 84 - Your Genes and Your Health, Stanford University</a></li>
<li><a href="https://cmgm.stanford.edu/biochem218/">BioMedical Informatics 231 Computational Molecular Biology, Stanford University</a></li>
<li><a href="http://biochem158.stanford.edu/">BioMedical Informatics 258 Genomics, Bioinformatics &amp; Medicine, Stanford University</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLUKmtlUTHfBPoI70nVz3C-82N4nznc3Iz">03-251: Introduction to Computational Molecular Biology - Carnegie Mellon University</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLUKmtlUTHfBOgpZFmTvsTwkUh2K1RAse-">03-712: Biological Modeling and Simulation - Carnegie Mellon University</a></li>
<li><a href="http://bioinformaticsalgorithms.com/videos.htm">MOOC - Bioinformatics Algorithms: An Active Learning Approach - UC San Diego/Coursera</a></li>
<li><a href="http://www.klewel.com/conferences/epfl-neural-networks/">Neural Networks and Biological Modeling - Lecturer: Prof. Wulfram Gerstner - EPFL</a></li>
<li><a href="http://lcn.epfl.ch/~gerstner/VideoLecturesGerstner.html">Video Lectures of Wulfram Gerstner: Computational Neuroscience - EPFL</a></li>
<li><a href="http://www.weizmann.ac.il/mcb/UriAlon/introduction-systems-biology-design-principles-biological-circuits">An Introduction To Systems Biology</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLuiPz6iU5SQ-PAjlyz4b3EIIQ6dpZ2DE_">Introduction to Bioinformatics, METUOpenCourseWare</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL2mpR0RYFQsBiCWVJSvVAO3OJ2t7DzoHA">MOOC - Algorithms for DNA Sequencing, Coursera</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL27E877E8206F196B">Frontiers of Biomedical Engineering with W. Mark Saltzman - Yale</a></li>
<li><a href="https://nptel.ac.in/courses/102/106/102106068/">NOC:Computational Systems Biology - IIT Madras</a></li>
<li><a href="https://nptel.ac.in/courses/102/106/102106065/">NOC:BioInformatics:Algorithms and Applications - IIT Madras</a></li>
</ul>
</div></details>

---

### Quantum Computing

<details><summary>
Click to see the resource list
</summary><div>
<ul>
<li><a href="https://www.cs.cmu.edu/~odonnell/quantum18/">15-859BB: Quantum Computation and Quantum Information 2018 - CMU</a> (<a href="https://www.youtube.com/playlist?list=PLm3J0oaFux3YL5qLskC6xQ24JpMwOAeJz">Youtube</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PL_onPhFCkVQi2O405SkNf3hv-7HXnZnMm">Quantum Mechanics for Scientists and Engineers</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL74Rel4IAsETUwZS_Se_P-fSEyEVQwni7">Quantum Mechanics and Quantum Computation - Umesh Vazirani</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLq-Gm0yRYwThGmlypvSFQ-kT2rPaXKAZ5">Quantum Information and Computing by Prof. D.K. Ghosh</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLq-Gm0yRYwTj7Fs6jyzYa83HErSrpXgPQ">Quantum Computing by Prof. Debabrata Goswami</a></li>
<li><a href="https://ocw.tudelft.nl/courses/building-blocks-quantum-computer-part-1/">The Building Blocks of a Quantum Computer: Part 1 - TU Delft</a></li>
<li><a href="https://ocw.tudelft.nl/courses/building-blocks-quantum-computer-part-2/">The Building Blocks of a Quantum Computer: Part 2 - TU Delft</a></li>
<li><a href="https://ocw.tudelft.nl/courses/quantum-cryptography/">Quantum Cryptography - TU Delft</a></li>
</ul>
</div></details>

---

### Robotics

<details><summary>
Click to see the resource list
</summary><div>
<ul>
<li><a href="https://see.stanford.edu/Course/CS223A">CS 223A - Introduction to Robotics, Stanford University</a></li>
<li><a href="https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-832-underactuated-robotics-spring-2009/">6.832 Underactuated Robotics - MIT OCW</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLwRJQ4m4UJjNBPJdt8WamRAt4XKc639wF">CS287 Advanced Robotics at UC Berkeley Fall 2019 -- Instructor: Pieter Abbeel</a></li>
<li><a href="https://people.eecs.berkeley.edu/~pabbeel/cs287-fa11/">CS 287 - Advanced Robotics, Fall 2011, UC Berkeley</a> (<a href="http://rll.berkeley.edu/cs287/lecture_videos/">Videos</a>)</li>
<li><a href="https://www.youtube.com/user/StanfordCS235/videos">CS235 - Applied Robot Design for Non-Robot-Designers - Stanford University</a></li>
<li><a href="https://vision.in.tum.de/teaching/ss2012/visnav2012">Lecture: Visual Navigation for Flying Robots</a> (<a href="https://www.youtube.com/playlist?list=PLTBdjV_4f-EKeki5ps2WHqJqyQvxls4ha">YouTube</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLQ3UicqQtfNvQ_VzflHYKhAqZiTxOkSwi">CS 205A: Mathematical Methods for Robotics, Vision, and Graphics (Fall 2013)</a></li>
<li><a href="http://www.dis.uniroma1.it/~deluca/rob1_en/material_rob1_en_2014-15.html">Robotics 1, Prof. De Luca, Università di Roma</a> (<a href="https://www.youtube.com/playlist?list=PLAQopGWlIcyaqDBW1zSKx7lHfVcOmWSWt">YouTube</a>)</li>
<li><a href="http://www.diag.uniroma1.it/~deluca/rob2_en/material_rob2_en.html">Robotics 2, Prof. De Luca, Università di Roma</a> (<a href="https://www.youtube.com/playlist?list=PLAQopGWlIcya6LnIF83QlJTqvpYmJXnDm">YouTube</a>)</li>
<li><a href="https://www.youtube.com/playlist?list=PLkjy3Accn-E7mlbuSF4aajcMMckG4wLvW">Robot Mechanics and Control, SNU</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL4847E1D1C121292F">Introduction to Robotics Course - UNCC</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLpUPoM7Rgzi_7YWn14Va2FODh7LzADBSm">SLAM Lectures</a></li>
<li><a href="http://groups.inf.ed.ac.uk/vision/VIDEO/2015/ivr.htm">Introduction to Vision and Robotics 2015/16- University of Edinburgh</a></li>
<li><a href="http://wavelab.uwaterloo.ca/index6ea9.html?page_id=267">ME 597 – Autonomous Mobile Robotics – Fall 2014</a></li>
<li><a href="http://wavelab.uwaterloo.ca/indexaef8.html?page_id=481">ME 780 – Perception For Autonomous Driving – Spring 2017</a></li>
<li><a href="http://wavelab.uwaterloo.ca/indexe9a5.html?page_id=533">ME780 – Nonlinear State Estimation for Robotics and Computer Vision – Spring 2017</a></li>
<li><a href="http://robotics.itee.uq.edu.au/~metr4202/lectures.html">METR 4202/7202 -- Robotics &amp; Automation - University of Queensland</a></li>
<li><a href="https://nptel.ac.in/courses/112101099/">Robotics - IIT Bombay</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL1pxneANaikCO1-Z0XTaljLR3SE8tgRXY">Introduction to Machine Vision</a></li>
<li><a href="https://ocw.mit.edu/courses/aeronautics-and-astronautics/16-412j-cognitive-robotics-spring-2016/">6.834J Cognitive Robotics - MIT OCW </a></li>
<li><a href="https://ocw.tudelft.nl/courses/hello-real-world-ros-robot-operating-system/">Hello (Real) World with ROS – Robot Operating System - TU Delft</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLE-BQwvVGf8HOvwXPgtDfWoxd4Cc6ghiP">Programming for Robotics (ROS) - ETH Zurich</a></li>
<li><a href="https://ocw.tudelft.nl/courses/mechatronic-system-design/">Mechatronic System Design - TU Delft</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLAuiGdPEdw0inlKisMbjDypCbvcb_GBN9">CS 206 Evolutionary Robotics Course Spring 2020</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLoWGuY2dW-Acmc8V5NYSAXBxADMm1rE4p">Foundations of Robotics - UTEC 2018-I</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL_onPhFCkVQhuPiUxUW2lFHB39QsavEEA">Robotics - Youtube</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLLy_2iUCG87AjAXKbNMiKJZ2T9vvGpMB0">Robotics and Control: Theory and Practice IIT Roorkee</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLtuwVtW88fOeTFS_szBWif0Mcc0lfNWaz">Mechatronics</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL-euleXgwWUNQ80DGq6qopHBmHcQyEyNQ">ME142 - Mechatronics Spring 2020 - UC Merced</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLgnQpQtFTOGQJXx-x0t23RmRbjp_yMb4v">Mobile Sensing and Robotics - Bonn University</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLgnQpQtFTOGQh_J16IMwDlji18SWQ2PZ6">MSR2 - Sensors and State Estimation Course (2020) - Bonn University</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLgnQpQtFTOGQrZ4O5QzbIHgl3b1JHimN_">SLAM Course (2013) - Bonn University</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLJzZfbLAMTelwaLxFXteeblbY2ytU2AxX">ENGR486 Robot Modeling and Control (2014W)</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLbRMhDVUMngcdUbBySzyzcPiFTYWr4rV_">Robotics by Prof. D K Pratihar - IIT Kharagpur</a></li>
<li><a href="http://ais.informatik.uni-freiburg.de/teaching/ss19/robotics/">Introduction to Mobile Robotics - SS 2019 - Universität Freiburg</a></li>
<li><a href="http://ais.informatik.uni-freiburg.de/teaching/ws18/mapping/">Robot Mapping - WS 2018/19 - Universität Freiburg</a></li>
<li><a href="https://nptel.ac.in/courses/112/105/112105236/">Mechanism and Robot Kinematics - IIT Kharagpur</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLgnQpQtFTOGQo2Z_ogbonywTg8jxCI9pD">Self-Driving Cars - Cyrill Stachniss - Winter 2020/21 - University of Bonn) </a></li>
<li><a href="https://www.ipb.uni-bonn.de/msr1-2020/">Mobile Sensing and Robotics 1 – Part Stachniss (Jointly taught with PhoRS) - University of Bonn</a></li>
<li><a href="https://www.ipb.uni-bonn.de/msr2-2020/">Mobile Sensing and Robotics 2 – Stachniss &amp; Klingbeil/Holst - University of Bonn</a></li>
</ul>
</div></details>

---

### Computational Finance

<details><summary>
Click to see the resource list
</summary><div>
<ul>
<li><a href="https://www.youtube.com/playlist?list=PL9E205B8FAAD530E1">COMP510 - Computational Finance - Steven Skiena - 2007 HKUST</a></li>
<li><a href="http://academictorrents.com/details/dfc1ddde962101f00ef9764b91181bd6bb5c9e93">MOOC - Mathematical Methods for Quantitative Finance, University of Washington/Coursera)</a></li>
<li><a href="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</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL4i4aZbplv9J5jan6mDbDHtjfm7ghMWfj">Computational Finance - Universität Leipzig</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLAwxTw4SYaPnIRwl6rad_mYwEk4Gmj7Mx">Machine Learning for Trading | Udacity</a></li>
<li><a href="http://www.utstat.utoronto.ca/sjaimung/courses/sta2502/main.htm">ACT 460 / STA 2502 – Stochastic Methods for Actuarial Science - University of Toronto</a></li>
<li><a href="http://www.utstat.toronto.edu/sjaimung/courses/mmf1928/content2013.htm">MMF1928H / STA 2503F –
Pricing Theory I / Applied Probability for Mathematical Finance - University of Toronto</a><ul>
<li><a href="http://www.utstat.utoronto.ca/sjaimung/courses/sta4505/main-2014.htm">STA 4505H – High Frequency &amp; Algorithmic trading - University of Toronto</a></li>
<li><a href="https://nptel.ac.in/courses/111/103/111103126/">Mathematical Finance - IIT Guwahati</a></li>
<li><a href="https://nptel.ac.in/courses/110/104/110104066/">Quantitative Finance - IIT Kanpur</a></li>
<li><a href="https://nptel.ac.in/courses/110/107/110107128/">Financial Derivatives &amp; Risk Management - IIT Roorkee</a></li>
<li><a href="https://nptel.ac.in/courses/112/107/112107260/">Financial Mathematics - IIT Roorkee</a></li>
</ul>
</li>
</ul>
</div></details>

---

### Blockchain Development

<details><summary>
Click to see the resource list
</summary><div>

<ul>
<li><strong>Blockchain and Cryptocurrencies</strong><ul>
<li><a href="https://www.youtube.com/playlist?list=PLSONl1AVlZNU0QTGpbgEQXKHcmgYz-ddT">Blockchain Fundamentals Decal 2018 - Berkeley DeCal</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLSONl1AVlZNUzp71_H1kb87PvIh8kIZU9">Blockchain for Developers Decal - Spring 2018 - Berkeley DeCal</a></li>
<li><a href="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</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLUl4u3cNGP63UUkfL0onkxF6MYgVa04Fn">15.S12 Blockchain and Money, Fall 2018- MIT </a></li>
<li><a href="https://www.coursera.org/learn/blockchain-foundations-and-use-cases/home/welcome">Blockchain - Foundations and Use Cases</a></li>
</ul>
</li>
<li><strong>Become Blockchain Developer</strong><ul>
<li><a href="https://www.youtube.com/playlist?list=PLS5SEs8ZftgUq-aMMYeKf8nPqHrNqa3Iu">Solidity for Beginners</a> <a href="https://www.youtube.com/playlist?list=PLS5SEs8ZftgVnWHv2_mkvJjn5HBOkde3g">Master Solidity</a>  Dapp University</li>
<li>[IPFS Inter Planetary File System  Dapp University] (<a href="https://www.youtube.com/playlist?list=PLS5SEs8ZftgWggD3tKfgwsIPXuIhorXZk">https://www.youtube.com/playlist?list=PLS5SEs8ZftgWggD3tKfgwsIPXuIhorXZk</a>)</li>
<li><a href="https://www.youtube.com/watch?v=M576WGiDBdQ">Solidity, Blockchain, and Smart Contract Course – Beginner to Expert Python Tutorial - FreeCodingCamp</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLS5SEs8ZftgVV6ah1fo2IvlHk1kTCy6un">Web 3.0 - Build Realtime Decentralized applications</a></li>
</ul>
</li>
</ul>
</div></details>
	 
-------------------------

### Misc

<details><summary>
Click to see the resource list
</summary><div>	
<ul>
<li><strong>HCI</strong><ul>
<li><a href="https://hci.stanford.edu/courses/cs147/2015/au/calendar.php">CS147 - Introduction to Human-Computer Interaction Design - Stanford</a></li>
<li><a href="https://courses.cs.washington.edu/courses/csep510/04wi/">CSEP 510 - Human Computer Interaction</a></li>
<li><a href="https://www.youtube.com/playlist?list=PL9444191613E018CC">Programming for Designers - COMP1400-T2 (2010) - UNSW</a></li>
<li><a href="https://scs.hosted.panopto.com/Panopto/Pages/Sessions/List.aspx#folderID=%228bb9f417-9f60-4e00-84f6-4ef8e7425ae1%22&amp;maxResults=150">08-763 Intro to HCI for Technology Executives - Fall 2015 - CMU</a></li>
<li><a href="https://scs.hosted.panopto.com/Panopto/Pages/Sessions/List.aspx#folderID=%22d885fd87-1ba1-47a3-9bd2-c4bde55f9749%22&amp;maxResults=150">05-600 HCI Pro Seminar - Fall 2015 - CMU</a></li>
</ul>
</li>
<li><strong>Game Development</strong><ul>
<li><a href="https://ocw.mit.edu/courses/comparative-media-studies-writing/cms-611j-creating-video-games-fall-2014/lecture-videos/">MIT CMS.611J Creating Video Games, Fall 2014</a></li>
<li><a href="http://academictorrents.com/details/0a7ba7e62821e488a0061751fdb81f4298733bea">MOOC - Beginning Game Programming with C# - Coursera</a></li>
</ul>
</li>
<li><strong>Geospatial</strong><ul>
<li><a href="https://www.youtube.com/playlist?list=PLzREt6r1Nenkr2vtYgbP4hs44HO_s_qEO">Introduction to Spatial Data Science, Autumn 2016, University of Chicago</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLzREt6r1Nenkk7x197-CKPFZ0BuAOCRGT">Spatial Regression Analysis, Spring 2017, University of Chicago</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLzREt6r1Nenlu-MBaxCRL2KZNk62n7o1g">Spatial Data Science, Autumn 2017, University of Chicago</a></li>
<li><a href="https://nptel.ac.in/courses/105107155/">Introduction to Geographic Information Systems - IIT Roorkee</a></li>
</ul>
</li>
<li><a href="http://mlecture.uni-bremen.de/ml/index.php?option=com_content&amp;view=article&amp;id=233">SCICOMP - An Introduction to Efficient Scientific Computation, Universität Bremen</a></li>
<li><a href="http://cs259.tv/2007/fall/">CS E-259 XML with Java, Java Servlet, and JSP - Harvard</a></li>
<li><a href="https://www.youtube.com/view_play_list?p=0105F1427EFAEE0A">CSE 40373 - Spr 2009: Multimedia Systems</a></li>
<li><a href="http://tv.digitalphotography.exposed/2010/fall/">Exposing Digital Photography - Harvard Extension School</a></li>
<li><a href="https://youtu.be/6iN56l7dEMY">MOOC - Matlab - Coursera</a></li>
<li><a href="https://c4cs.github.io">Computing for Computer Scientists - University of Michigan</a></li>
<li><a href="https://itunes.apple.com/us/itunes-u/linux-implementation-administration/id430673915">Linux Implementation/Administration Practicum - Redhat by Tulio Llosa</a></li>
<li><a href="https://www.youtube.com/view_play_list?p=1777A89066B1D71D">SIMS 141 - Search Engines - Fall 2005 UCBerkeley</a></li>
<li><a href="https://www.youtube.com/course?list=ECE3E96113F544495A">Innovative Computing - Harvard University</a></li>
<li><a href="https://nptel.ac.in/courses/117106113/">Linux Programming &amp; Scripting - IIT Madras</a></li>
<li><a href="https://nptel.ac.in/courses/106106136/">Model Checking - IIT Madras</a></li>
<li><a href="https://nptel.ac.in/courses/106106138/">Virtual Reality - IIT Madras</a></li>
<li><a href="http://inst.eecs.berkeley.edu/~cs195/sp15/">CS 195 - Social Implications of Computing, Spring 2015 - UC Berkeley</a> (<a href="https://www.youtube.com/playlist?list=PL0eDe4GyLQeLn45sDmFZLxylQoOYUIWXt">YouTube</a>)</li>
<li><a href="http://www.ifis.cs.tu-bs.de/teaching/ws-1617/gis">Spatial Databases and Geographic Information Systems - Technische Universität Braunschweig, Germany (in German)</a></li>
<li><a href="https://www.tele-task.de/series/1005/">Dependable Systems (SS 2014) - HPI University of Potsdam</a></li>
<li><a href="https://www.tele-task.de/series/979/">Business Process Compliance (WT 2013/14) - HPI University of Potsdam</a></li>
<li><a href="https://www.tele-task.de/series/1206/">Design Thinking for Digital Engineering (SS 2018) - Dr. Julia von Thienen - HPI</a></li>
<li><a href="http://snap.stanford.edu/class/cs224w-videos-2017/">CS224w – Social Network Analysis – Autumn 2017 - Stanford University</a></li>
</ul>
</div></details>