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## Computer Science courses with video lectures
2016-10-21 18:13:16 +00:00
2016-11-25 17:25:35 +00:00
**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.
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------------------------------
2016-10-21 18:13:16 +00:00
Table of Contents
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------------------------------
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2016-10-21 18:51:56 +00:00
2016-10-23 09:06:08 +00:00
- [Introduction to Computer Science ](#introduction-to-computer-science )
2016-10-21 19:22:39 +00:00
- [Data Structures and Algorithms ](#data-structures-and-algorithms )
2016-10-23 10:56:59 +00:00
- [Systems Programming ](#systems-programming )
2016-10-23 09:06:08 +00:00
- [Database Systems ](#database-systems )
2016-12-11 19:59:26 +00:00
- [Software Engineering ](#software-engineering )
2016-10-21 18:13:16 +00:00
- [Artificial Intelligence ](#artificial-intelligence )
- [Machine Learning ](#machine-learning )
2016-10-26 16:19:06 +00:00
- [Web Programming and Internet Technologies ](#web-programming-and-internet-technologies )
2016-10-23 10:56:59 +00:00
- [Computer Networks ](#computer-networks )
2016-11-14 09:38:58 +00:00
- [Math for Computer Scientist ](#math-for-computer-scientist )
- [Theoretical CS and Programming Languages ](#theoretical-cs-and-programming-languages )
2017-08-02 17:38:13 +00:00
- [Embedded Systems ](#embedded-systems )
2016-11-14 09:38:58 +00:00
- [Computer Organization and Architecture ](#computer-organization-and-architecture )
2016-10-21 18:13:16 +00:00
- [Security ](#security )
2016-10-22 06:15:56 +00:00
- [Computer Graphics ](#computer-graphics )
2016-11-20 18:03:39 +00:00
- [Image Processing and Computer Vision ](#image-processing-and-computer-vision )
2016-12-10 19:05:28 +00:00
- [Computational Biology ](#computational-biology )
2020-02-22 05:34:20 +00:00
- [Quantum Computing ](#quantum-computing )
2016-12-10 19:05:28 +00:00
- [Robotics ](#robotics )
2020-04-26 09:50:11 +00:00
- [Computational Finance ](#computational-finance )
2016-10-21 18:13:16 +00:00
- [Misc ](#misc )
2016-10-21 18:51:56 +00:00
Courses
2016-12-11 19:59:26 +00:00
------------------------------
2016-10-21 18:13:16 +00:00
2016-10-23 09:06:08 +00:00
### Introduction to Computer Science
2016-10-21 18:13:16 +00:00
2019-02-05 20:08:26 +00:00
- [CS 10 - The Beauty and Joy of Computing - Spring 2015 - Dan Garcia - UC Berkeley InfoCoBuild ](http://www.infocobuild.com/education/audio-video-courses/computer-science/cs10-spring2015-berkeley.html )
2017-03-25 05:07:01 +00:00
- [6.0001 - Introduction to Computer Science and Programming in Python - MIT OCW ](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-0001-introduction-to-computer-science-and-programming-in-python-fall-2016/lecture-videos/ )
2019-06-12 17:03:14 +00:00
- [6.001 - Structure and Interpretation of Computer Programs, MIT ](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-001-structure-and-interpretation-of-computer-programs-spring-2005/video-lectures )
2020-10-08 10:13:00 +00:00
- [CS 50 - Introduction to Computer Science, Harvard University ](https://online-learning.harvard.edu/course/cs50-introduction-computer-science ) ([cs50.tv](http://cs50.tv/2017/fall/))
2019-05-26 09:35:58 +00:00
- [CS 61A - Structure and Interpretation of Computer Programs [Python], UC Berkeley](https://cs61a.org/)
2019-01-21 23:35:30 +00:00
- [CPSC 110 - Systematic Program Design [Racket], University of British Columbia](https://www.youtube.com/channel/UC7dEjIUwSxSNcW4PqNRQW8w/playlists?view=1& flow=grid& sort=da)
2019-01-28 01:11:27 +00:00
- [CS50's Understanding Technology ](https://www.youtube.com/playlist?list=PLhQjrBD2T382p8amnvUp1rws1p7n7gJ2p )
2016-11-23 01:06:30 +00:00
- [CSE 142 Computer Programming I (Java Programming), Spring 2016 - University of Washington ](https://courses.cs.washington.edu/courses/cse142/16sp/calendar.shtml )
2019-05-31 08:51:03 +00:00
- [CS 1301 Intro to computing - Gatech ](https://www.cc.gatech.edu/classes/AY2016/cs1301c_fall/ )
2019-05-28 13:14:33 +00:00
- [CS 106A - Programming Methodology, Stanford University ](https://see.stanford.edu/Course/CS106A ) ([Lecture Videos](https://www.youtube.com/playlist?list=PL84A56BC7F4A1F852))
- [CS 106B - Programming Abstractions, Stanford University ](https://see.stanford.edu/Course/CS106B ) ([Lecture Videos](https://www.youtube.com/playlist?list=PLnfg8b9vdpLn9exZweTJx44CII1bYczuk))
- [CS 106X - Programming Abstractions in C++ ](http://web.stanford.edu/class/cs106x/ ) ([Lecture Videos](https://www.youtube.com/playlist?list=PLrivl8gTKLcpIJ-ktHCxMEgWOn8LawYhb))
2016-11-22 05:28:55 +00:00
- [CS 107 - Programming Paradigms, Stanford University ](https://see.stanford.edu/Course/CS107 )
2019-01-21 23:35:30 +00:00
- [CmSc 150 - Introduction to Programming with Arcade Games, Simpson College ](http://ProgramArcadeGames.com )
- [LINFO 1104 - Paradigms of computer programming, Peter Van Roy, Université catholique de Louvain, Belgium - EdX ](https://www.youtube.com/playlist?list=PLw454N-VXALSIzIe_eL5U8L4S68v2X_ak )
- [FP 101x - Introduction to Functional Programming, TU Delft ](https://ocw.tudelft.nl/courses/introduction-to-functional-programming/ )
2019-05-26 09:35:58 +00:00
- [Introduction to Problem Solving and Programming - IIT Kanpur ](https://nptel.ac.in/courses/106104074/ )
- [Introduction to programming in C - IIT Kanpur ](https://nptel.ac.in/courses/106104128/ )
- [Programming in C++ - IIT Kharagpur ](https://nptel.ac.in/courses/106105151/ )
2016-12-15 20:05:20 +00:00
- [Python Boot Camp Fall 2016 - Berkeley Institute for Data Science (BIDS) ](https://www.youtube.com/playlist?list=PLKW2Azk23ZtSeBcvJi0JnL7PapedOvwz9 )
2019-02-10 01:04:30 +00:00
- [CS 101 - Introduction to Computer Science - Udacity ](https://www.youtube.com/playlist?list=PLAwxTw4SYaPmjFQ2w9j05WDX8Jtg5RXWW )
- [6.00SC - Introduction to Computer Science and Programming (Spring 2011) - MIT OCW ](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-00sc-introduction-to-computer-science-and-programming-spring-2011/ )
- [6.00 - Introduction to Computer Science and Programming (Fall 2008) - MIT OCW ](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-00-introduction-to-computer-science-and-programming-fall-2008/video-lectures/ )
- [6.01SC - Introduction to Electrical Engineering and Computer Science I - MIT OCW ](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-01sc-introduction-to-electrical-engineering-and-computer-science-i-spring-2011/ )
2020-05-02 18:01:34 +00:00
- [Modern C++ Course (2018) - Bonn University ](https://www.youtube.com/playlist?list=PLgnQpQtFTOGR50iIOtO36nK6aNPtVq98C )
2020-10-23 09:58:58 +00:00
- [Modern C++ (Lecture & Tutorials, 2020, Vizzo & Stachniss) - University of Bonn ](https://www.youtube.com/playlist?list=PLgnQpQtFTOGRM59sr3nSL8BmeMZR9GCIA )
2016-10-21 18:13:16 +00:00
2016-10-21 18:51:56 +00:00
------
2016-10-21 18:13:16 +00:00
2016-10-21 19:22:39 +00:00
### Data Structures and Algorithms
2019-06-12 17:03:14 +00:00
- [6.006 - Introduction to Algorithms, MIT OCW ](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/lecture-videos/ )
2017-11-05 15:36:44 +00:00
- [Algorithms: Design and Analysis 1 - Stanford University ](https://www.youtube.com/playlist?list=PLXFMmlk03Dt7Q0xr1PIAriY5623cKiH7V )
- [Algorithms: Design and Analysis 2 - Stanford University ](https://www.youtube.com/playlist?list=PLXFMmlk03Dt5EMI2s2WQBsLsZl7A5HEK6 )
2019-05-26 06:21:42 +00:00
- [COS 226 Algorithms, Youtube, Princeton - by Robert Sedgewick and Kevin Wayne ](https://www.youtube.com/watch?v=1QZDe28peZk&list=PLRdD1c6QbAqJn0606RlOR6T3yUqFWKwmX&index=1 )
2019-05-22 10:37:41 +00:00
- [CSE 331 Introduction to Algorithm Design and Analysis, SUNY University at Buffalo, NY - Fall 2017 ](http://www-student.cse.buffalo.edu/~atri/cse331/fall17/index.html ) ([Lectures](https://www.youtube.com/playlist?list=PLZBCR-EGqNpoiHeO17FlLADJ38Kb3EiPU)) ([Homework Walkthroughs](https://www.youtube.com/playlist?list=PLZBCR-EGqNpoVyQCIUDHiXnL-zdFD_ixk))
2016-12-11 19:59:26 +00:00
- [CSE 373 - Analysis of Algorithms, Stony Brook - Prof Skiena ](http://www.cs.sunysb.edu/~algorith/video-lectures/ )
2016-11-05 07:37:35 +00:00
- [COP 3530 Data Structures and Algorithms, Prof Sahni, UFL ](http://www.cise.ufl.edu/~sahni/cop3530/ ) ([Videos](http://www.cise.ufl.edu/academics/courses/preview/cop3530sahni/))
2019-06-12 17:03:14 +00:00
- [CS225 - Data Structures - University of Illinois at Urbana-Champaign ](https://cs.illinois.edu/courses/profile/CS225 )([Video lectures](https://www.youtube.com/playlist?list=PLRdSp8jtJxBqG3KNQPKKB-0Z2hh9omoDo))
2016-12-11 19:59:26 +00:00
- [CS2 - Data Structures and Algorithms - Richard Buckland - UNSW ](https://www.youtube.com/playlist?list=PLE621E25B3BF8B9D1 )
2016-12-04 18:34:37 +00:00
- [Data Structures - Pepperdine University ](https://itunes.apple.com/us/course/data-structures/id546468797 )
2016-10-22 06:45:22 +00:00
- [CS 161 - Design and Analysis of Algorithms, Prof. Tim Roughgarden, Stanford University ](http://openclassroom.stanford.edu/MainFolder/CoursePage.php?course=IntroToAlgorithms )
2016-10-21 19:22:39 +00:00
- [6.046J - Introduction to Algorithms - Fall 2005, MIT OCW ](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-046j-introduction-to-algorithms-sma-5503-fall-2005/video-lectures/ )
- [6.046 - Design and Analysis of Algorithms, Spring 2015 - MIT OCW ](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-046j-design-and-analysis-of-algorithms-spring-2015/lecture-videos/ )
2020-02-27 18:55:33 +00:00
- [CS 473 - Algorithms - University of Illinois at Urbana-Champaign ](https://courses.engr.illinois.edu/cs473/sp2016/lectures.html ) ([Notes - Jeff Erickson](http://jeffe.cs.illinois.edu/teaching/algorithms/)) ([YouTube](https://www.youtube.com/playlist?list=PL0v718LJg-78SFq81e4kJh_rS8XbKZ7Kn))
2019-05-26 09:35:58 +00:00
- [COMP300E - Programming Challenges, Prof Skiena, Hong Kong University of Science and Technology - 2009 ](https://www.youtube.com/playlist?list=PL07B3F10B48592010 )
2016-10-21 19:22:39 +00:00
- [16s-4102 - Algorithms, University of Virginia ](http://www.cs.virginia.edu/~shelat/16s-4102/ ) ([Youtube](https://www.youtube.com/channel/UCxXYk53cSZof2bR_Ax0uJYQ/videos))
2019-05-26 05:51:51 +00:00
- [CS 170 Algorithms - UCBerkeley ](https://cs170.org/ ) [Fall 2018, Youtube ](https://www.youtube.com/watch?v=fd5P-8IQwMY&list=PLkFD6_40KJIx8lWWbE-Uk069aZ1R-W-VU&index=2&t=0s ) [Fall 2018,Bilibili ](https://www.bilibili.com/video/av43955743/?p=1 ) [2013 Bilibili ](https://www.bilibili.com/video/av26670685/ )
2016-12-11 19:59:26 +00:00
- [ECS 122A - Algorithm Design and Analysis, UC Davis ](http://web.cs.ucdavis.edu/~gusfield/cs122f10/videolist.html )
2019-05-31 08:51:03 +00:00
- [CSEP 521 - Applied Algorithms, Winter 2013 - University of Washington ](https://courses.cs.washington.edu/courses/csep521/13wi/ ) ([Videos](https://courses.cs.washington.edu/courses/csep521/13wi/video/))
2019-05-26 09:35:58 +00:00
- [Data Structures And Algorithms - IIT Delhi ](https://nptel.ac.in/courses/106102064/ )
- [Design and Analysis of Algorithms - IIT Bombay ](https://nptel.ac.in/courses/106101060/ )
- [Programming, Data Structures and Algorithms - IIT Madras ](https://nptel.ac.in/courses/106106127/ )
- [Design and Analysis of Algorithms - IIT Madras ](https://nptel.ac.in/courses/106106131/ )
- [Fundamental Algorithms:Design and Analysis - IIT Kharagpur ](https://nptel.ac.in/courses/106105157/ )
- [Programming and Data Structure - IIT Kharagpur ](https://nptel.ac.in/courses/106105085/ )
- [Programming, Data structures and Algorithms - IIT Madras ](https://nptel.ac.in/courses/106106133/ )
- [Programming, Data Structures and Algorithms in Python - IIT Madras ](https://nptel.ac.in/courses/106106145/ )
- [Programming and Data structures (PDS) - IIT Madras ](https://nptel.ac.in/courses/106106130/ )
2016-10-23 10:56:59 +00:00
- [COP 5536 Advanced Data Structures, Prof Sahni - UFL ](http://www.cise.ufl.edu/~sahni/cop5536/index.html ) ([Videos](http://www.cise.ufl.edu/academics/courses/preview/cop5536sahni/))
2016-12-15 20:05:20 +00:00
- [CS 261 - A Second Course in Algorithms, Stanford University ](http://theory.stanford.edu/~tim/w16/w16.html ) ([Youtube](https://www.youtube.com/playlist?list=PLEGCF-WLh2RJh2yDxlJJjnKswWdoO8gAc))
2016-12-10 19:05:28 +00:00
- [Informatics 2B - Algorithms, Data Structures and Learning- University of Edinburgh ](http://groups.inf.ed.ac.uk/vision/VIDEO/2013/inf2b-adsl.htm )
2016-10-21 19:22:39 +00:00
- [CS 224 - Advanced Algorithms, Harvard University ](http://people.seas.harvard.edu/~minilek/cs224/fall14/index.html ) ([Lecture Videos](http://people.seas.harvard.edu/~minilek/cs224/fall14/lec.html)) ([Youtube](https://www.youtube.com/playlist?list=PL2SOU6wwxB0uP4rJgf5ayhHWgw7akUWSf))
- [CS 6150 - Advanced Algorithms (Fall 2016), University of Utah ](https://www.youtube.com/playlist?list=PLbuogVdPnkCp8X9FHOglnLqFjyvqGLftx )
2018-10-06 06:36:11 +00:00
- [CS 6150 - Advanced Algorithms (Fall 2017), University of Utah ](https://www.youtube.com/playlist?list=PLbuogVdPnkCqS9Z419eky9m6gJP7zfhO9 )
2016-10-21 19:22:39 +00:00
- [ECS 222A - Graduate Level Algorithm Design and Analysis, UC Davis ](http://web.cs.ucdavis.edu/~gusfield/cs222f07/videolist.html )
- [6.851 - Advanced Data Structures, MIT ](http://courses.csail.mit.edu/6.851/spring14/lectures/ ) ([MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-851-advanced-data-structures-spring-2012/lecture-videos/))
- [6.854 - Advanced Algorithms, MIT ](https://www.youtube.com/playlist?list=PL6ogFv-ieghdoGKGg2Bik3Gl1glBTEu8c ) ([Prof. Karger lectures](https://www.youtube.com/channel/UCtv9PiQVUDzsT4yl7524DCg/videos))
2016-10-26 07:00:24 +00:00
- [CS264 Beyond Worst-Case Analysis, Fall 2014 - Tim Roughgarden Lecture ](http://theory.stanford.edu/~tim/f14/f14.html ) ([Youtube](https://www.youtube.com/playlist?list=PLEGCF-WLh2RL8jsZpaf2tLHa5LotFEt5b))
- [CS364A Algorithmic Game Theory, Fall 2013 - Tim Roughgarden Lectures ](https://www.youtube.com/playlist?list=PLEGCF-WLh2RJBqmxvZ0_ie-mleCFhi2N4 )
- [CS364B Advanced Mechanism Design, Winter 2014 - Tim Roughgarden Lectures ](https://www.youtube.com/playlist?list=PLEGCF-WLh2RI77PL4gwLld_OU9Zh3TCX9 )
2016-10-26 17:41:04 +00:00
- [Algorithms - Aduni ](http://aduni.org/courses/algorithms/index.php?view=cw )
2016-12-11 19:59:26 +00:00
- [6.889 - Algorithms for Planar Graphs and Beyond (Fall 2011) MIT ](http://courses.csail.mit.edu/6.889/fall11/lectures/ )
2016-12-04 18:34:37 +00:00
- [6.890 Algorithmic Lower Bounds: Fun with Hardness Proofs - MIT OCW ](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-890-algorithmic-lower-bounds-fun-with-hardness-proofs-fall-2014/ )
2019-05-26 09:35:58 +00:00
- [Computer Algorithms - 2 - IIT Kanpur ](https://nptel.ac.in/courses/106104019/ )
- [Parallel Algorithm - IIT Kanpur ](https://nptel.ac.in/courses/106104120/ )
- [Graph Theory - IISC Bangalore ](https://nptel.ac.in/courses/106108054/ )
2016-10-21 19:22:39 +00:00
---------------------------------
2016-10-23 10:56:59 +00:00
### Systems Programming
2016-10-21 18:13:16 +00:00
- [6.033 Computer System Engineering - MIT ](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-033-computer-system-engineering-spring-2009/video-lectures/ )
2016-10-23 15:44:51 +00:00
- [CS24 Introduction to Computing Systems - California Institute of Technology ](http://courses.cms.caltech.edu/cs24/ ) ([Spring 15 version](http://users.cms.caltech.edu/~donnie/cs24/))
2016-10-26 10:53:07 +00:00
- [15-213 Introduction to Computer Systems, Fall 2015 - CMU ](https://scs.hosted.panopto.com/Panopto/Pages/Sessions/List.aspx#folderID=%22b96d90ae-9871-4fae-91e2-b1627b43e25e%22&maxResults=150 )
2016-10-29 20:24:55 +00:00
- [CS361 - COMPUTER SYSTEMS - UIC ](https://www.cs.uic.edu/CS361fall13 )
2017-07-14 19:35:51 +00:00
- [CS 4400 – Computer Systems Fall 2016 - UoUtah ](https://www.eng.utah.edu/~cs4400/ )
2016-10-26 17:41:04 +00:00
- [Systems - Aduni ](http://aduni.org/courses/systems/index.php?view=cw )
2020-05-26 03:17:31 +00:00
- [CS110: Principles of Computer Systems - Stanford ](https://web.stanford.edu/class/archive/cs/cs110/cs110.1202/ )
2016-12-19 18:00:01 +00:00
- **Operating Systems**
2019-05-27 04:26:28 +00:00
- [CS124 Operating Systems - California Institute of Technology, Fall 2018 - Youtube ](https://www.youtube.com/playlist?list=PL3swII2vlVoVbav6FV98pidq6BsTN4u56 )
2019-05-23 03:44:42 +00:00
- [CS 162 Operating Systems and Systems Programming, Spring 2015 - University of California, Berkeley ](https://archive.org/details/ucberkeley-webcast-PL-XXv-cvA_iBDyz-ba4yDskqMDY6A1w_c?sort=titleSorter )
2019-05-25 07:41:05 +00:00
- [CS 4414 - Operating Systems, University of Virginia (rust-class) ](http://rust-class.org/pages/classes.html )
- [CS 4414 Operating Systems, Fall 2018 - University of Virginia ](https://www.cs.virginia.edu/~cr4bd/4414/F2018/schedule.html )
2019-05-22 10:37:41 +00:00
- [CSE 421/521 - Introduction to Operating Systems, SUNY University at Buffalo, NY - Spring 2016 ](https://www.ops-class.org/courses/buffalo/CSE421_Spring2016/ ) ([Lectures - YouTube](https://www.youtube.com/playlist?list=PLE6LEE8y2Jp-kbEcVR2W3vfx0Pdca0BD3)) ([Recitations 2016](https://www.youtube.com/playlist?list=PLE6LEE8y2Jp_YJn8wu9aJTPOgeWqiaJDF)) ([Assignment walkthroughs](https://www.youtube.com/playlist?list=PLE6LEE8y2Jp9PC8fyzc2meL4XvrVSyP8O))
2016-12-11 19:59:26 +00:00
- [CS 377 - Operating Systems, Fall 16 - Umass OS ](https://www.youtube.com/playlist?list=PLacuG5pysFbDTmsCRGWsMW_PzIOpXnckw )
- [6.828 - Operating System Engineering [Fall 2014]](https://www.youtube.com/playlist?list=PLfciLKR3SgqNJKKIKUliWoNBBH1VHL3AP)
- [CSE 30341 - Operating Systems, Spr 2008 ](https://www.youtube.com/view_play_list?p=AB7D5CA7E262B0E2 )
2019-05-31 08:51:03 +00:00
- [CSEP 551 Operating Systems Autumn 2014 - University of Washington ](https://courses.cs.washington.edu/courses/csep551/14au/video/ )
2019-05-26 09:35:58 +00:00
- [Introduction to Operating Systems - IIT Madras ](https://nptel.ac.in/courses/106106144/ )
2019-05-27 04:36:11 +00:00
- [CS194 Advanced Operating Systems Structures and Implementation, Spring 2013 InfoCoBuild, UC Berkeley ](http://www.infocobuild.com/education/audio-video-courses/computer-science/cs194-spring2013-berkeley.html )
2016-12-11 19:59:26 +00:00
- [CSE 60641 - Graduate Operating Systems, Fall 08 ](https://www.youtube.com/view_play_list?p=22B10D854588E20C )
2016-12-19 18:00:01 +00:00
- **Distributed Systems**
2016-12-11 19:59:26 +00:00
- [CS 677 - Distributed Operating Systems, Spring 16 - Umass OS ](https://www.youtube.com/playlist?list=PLacuG5pysFbC68w0PW3huMHDDRNsDCTjp )
- [CS 436 - Distributed Computer Systems - U Waterloo ](https://www.youtube.com/playlist?list=PLawkBQ15NDEkDJ5IyLIJUTZ1rRM9YQq6N )
- [6.824 - Distributed Systems, Spring 2015 - MIT ](https://www.youtube.com/playlist?list=PLkcQbKbegkMqiWf7nF8apfMRL4P4sw8UL )
2020-07-05 07:37:23 +00:00
- [6.824 Distributed Systems - Spring 2020 - MIT ](https://pdos.csail.mit.edu/6.824/schedule.html ) ([Youtube](https://www.youtube.com/playlist?list=PLrw6a1wE39_tb2fErI4-WkMbsvGQk9_UB))
2016-12-11 19:59:26 +00:00
- [Distributed Algorithms, https://canvas.instructure.com/courses/902299 ](https://www.youtube.com/playlist?list=PL700757A5D4B3F368 )
2019-05-31 08:51:03 +00:00
- [CSEP 552 - PMP Distributed Systems, Spring 2013 - University of Washington ](https://courses.cs.washington.edu/courses/csep552/13sp/ ) ([Videos](https://courses.cs.washington.edu/courses/csep552/13sp/video/))
- [CSE 490H - Scalable Systems: Design, Implementation and Use of Large Scale Clusters, Autumn 2008 - University of Washington ](https://courses.cs.washington.edu/courses/cse490h/08au/lectures.htm ) ([Videos](https://courses.cs.washington.edu/courses/cse490h/08au/video.htm))
2016-12-11 19:59:26 +00:00
- [MOOC - Cloud Computing Concepts - UIUC ](https://www.youtube.com/playlist?list=PLFd87qVsaLhOkTLvfp6MC94iFa_1c9wrU )
2017-03-18 19:06:41 +00:00
- [Distributed Systems (Prof. Pallab Dasgupta) ](https://www.youtube.com/playlist?list=PLUJ7JmcrTifBROWODSG8wgyl20XgBuE-N )
- [EdX KTHx ID2203 Reliable Distributed Algorithms ](https://www.youtube.com/playlist?list=PLx3mQFFeHPjndmQ0iP9j6C58b90hqGa0X )
2017-05-19 19:57:31 +00:00
- [Distributed Data Management - Technische Universität Braunschweig, Germany ](http://www.ifis.cs.tu-bs.de/teaching/ss-15/ddm )
- [Information Retrieval and Web Search Engines - Technische Universität Braunschweig, Germany ](http://www.ifis.cs.tu-bs.de/teaching/ws-1516/IRWS )
2020-05-23 10:42:21 +00:00
- [Middleware and Distributed Systems (WS 2009/10) - Dr. Martin von Löwis - HPI ](https://www.tele-task.de/series/729/ )
2016-12-19 18:00:01 +00:00
- **Real-Time Systems**
2016-12-11 19:59:26 +00:00
- [CPCS 663 - Real-Time Systems: Video Material - TAMU ](http://faculty.cs.tamu.edu/bettati/Courses/663/Video/presentation.html )
2019-05-26 09:35:58 +00:00
- [Real Time Systems - IIT Kharagpur ](https://nptel.ac.in/courses/106105036/ )
2020-11-17 08:54:08 +00:00
- [6.172 Performance Engineering of Software Systems - MIT OCW ](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-172-performance-engineering-of-software-systems-fall-2018/ )
2019-05-26 09:35:58 +00:00
- [Performance Evaluation of Computer Systems - IIT Madras ](https://nptel.ac.in/courses/106106048/ )
- [Storage Systems - IISC Bangalore ](https://nptel.ac.in/courses/106108058/ )
2019-06-12 17:03:14 +00:00
- [MAP6264 - Queueing Theory - FAU ](http://www.cse.fau.edu/~bob/courses/map6264/ )([Video Lectures](https://vimeo.com/album/171324/))
2019-05-28 13:14:33 +00:00
- [EE 380 Colloquim on Computer Systems - Stanford University ](http://web.stanford.edu/class/ee380/ ) ([Lecture videos](https://www.youtube.com/playlist?list=PLoROMvodv4rMWw6rRoeSpkiseTHzWj6vu))
2016-10-23 10:56:59 +00:00
------------------------------------------------------------
2016-10-23 09:06:08 +00:00
### Database Systems
2016-12-11 19:59:26 +00:00
2019-05-19 09:15:17 +00:00
- [CMPSC 431W Database Management Systems, Fall 2015 - Penn State University ](http://www.cse.psu.edu/~wul2/cmpsc431w/ ) [Lectures - YouTube ](https://www.youtube.com/playlist?list=PLstRzn3gXZMdXqAiVJ1NN2CoyXHqma7pQ )
2016-10-29 20:24:55 +00:00
- [CS121 - Introduction to Relational Database Systems, Fall 2016 - Caltech ](http://users.cms.caltech.edu/~donnie/cs121/ )
2016-12-11 19:59:26 +00:00
- [CS 5530 - Database Systems, Spring 2016 - University of Utah ](https://www.youtube.com/playlist?list=PLbuogVdPnkCrercQNP9tTsjjPdgRVYvC7 )
2019-10-14 08:21:00 +00:00
- [Distributed Data Management (WT 2018/19) - HPI University of Potsdam ](https://www.tele-task.de/series/1224/ )
2016-10-26 07:00:24 +00:00
- [MOOC - Database Stanford Dbclass ](https://www.youtube.com/playlist?list=PL6hGtHedy2Z4EkgY76QOcueU8lAC4o6c3 )
2016-10-23 09:06:08 +00:00
- [CSEP 544, Database Management Systems, Au 2015 - University of Washington ](https://www.youtube.com/playlist?list=PLTPQEx-31JXjQYrUKvAjUTWgCYluHGs_L )
2019-05-26 09:35:58 +00:00
- [Database Design - IIT Madras ](https://nptel.ac.in/courses/106106093/ )
- [Fundamentals of Database Systems - IIT Kanpur ](https://nptel.ac.in/courses/106104135/ )
2016-10-26 07:00:24 +00:00
- [Principles of Database Management, Bart Baesens ](https://www.youtube.com/playlist?list=PLdQddgMBv5zEhlpqdiUcf9aTNEtmESgyl )
2016-12-11 19:59:26 +00:00
- [FIT9003 Database Systems Design - Monash University ](https://itunes.apple.com/us/podcast/fit9003-database-systems-design/id306569364 )
2020-09-04 12:57:06 +00:00
- [15-445 - Introduction to Database Systems, CMU ](https://15445.courses.cs.cmu.edu/fall2018/ ) ([YouTube-2018](https://www.youtube.com/playlist?list=PLSE8ODhjZXja3hgmuwhf89qboV1kOxMx7), [YouTube-2017 ](https://www.youtube.com/playlist?list=PLSE8ODhjZXjYutVzTeAds8xUt1rcmyT7x ), [YouTube-2019 ](https://www.youtube.com/playlist?list=PLSE8ODhjZXjbohkNBWQs_otTrBTrjyohi ))
2017-05-30 17:16:34 +00:00
- [15-721 - Database Systems, CMU ](http://15721.courses.cs.cmu.edu/spring2017 ) ([YouTube-2017](https://www.youtube.com/playlist?list=PLSE8ODhjZXjYgTIlqf4Dy9KQpQ7kn1Tl0), [YouTube-2016 ](https://www.youtube.com/playlist?list=PLSE8ODhjZXjbisIGOepfnlbfxeH7TW-8O ))
2020-02-17 16:47:22 +00:00
- [15-721 Advanced Database Systems (Spring 2019) - CMU ](https://www.youtube.com/playlist?list=PLSE8ODhjZXja7K1hjZ01UTVDnGQdx5v5U )
2016-12-11 19:59:26 +00:00
- [CS122 - Relational Database System Implementation, Winter 2014-2015 - Caltech ](http://users.cms.caltech.edu/~donnie/cs122/ )
2019-05-25 14:37:38 +00:00
- [CS 186 - Database Systems, UC Berkeley, Spring 2015 ](https://sites.google.com/site/cs186spring2015/home/schedule-and-notes ) ([Lectures- InfoCoBuild](http://www.infocobuild.com/education/audio-video-courses/computer-science/cs186-spring2015-berkeley.html))
2016-10-23 09:06:08 +00:00
- [CS 6530 - Graduate-level Database Systems, Fall 2016, University of Utah ](https://www.cs.utah.edu/~lifeifei/cs6530/ ) ([Lectures - YouTube](https://www.youtube.com/playlist?list=PLbuogVdPnkCqwHUcieMrytP453Ep0y6eI))
2016-12-11 19:59:26 +00:00
- [6.830/6.814 - Database Systems [Fall 2014]](https://www.youtube.com/playlist?list=PLfciLKR3SgqOxCy1TIXXyfTqKzX2enDjK)
- [Informatics 1 - Data & Analysis 2014/15- University of Edinburgh ](http://groups.inf.ed.ac.uk/vision/VIDEO/2014/da.htm )
2016-12-03 17:54:27 +00:00
- [Database Management Systems, Aduni ](http://aduni.org/courses/databases/index.php?view=cw )
2019-05-26 09:35:58 +00:00
- [D4M - Signal Processing on Databases ](https://ocw.mit.edu/resources/res-ll-005-d4m-signal-processing-on-databases-fall-2012/ )
2020-05-23 10:42:21 +00:00
- [In-Memory Data Management (2013)Prof. Hasso Plattner - HPI ](https://open.hpi.de/courses/imdb2013/items/72j6pftms3dOSunM98JhfW )
- [Distributed Data Management (WT 2019/20) - Dr. Thorsten Papenbrock - HPI ](https://www.tele-task.de/series/1285/ )
2016-12-11 19:59:26 +00:00
2016-10-23 09:06:08 +00:00
------------------------------
2016-12-11 19:59:26 +00:00
### Software Engineering
2016-12-19 18:00:01 +00:00
- **Object Oriented Design**
2016-12-11 19:59:26 +00:00
- [ECE 462 Object-Oriented Programming using C++ and Java - Purdue ](https://engineering.purdue.edu/OOSD/F2008/F2008.html )
- [Object-oriented Program Design and Software Engineering - Aduni ](http://aduni.org/courses/java/index.php?view=cw )
- [OOSE - Object-Oriented Software Engineering, Dr. Tim Lethbridge ](https://www.youtube.com/playlist?list=PL6iDJCG2nkhfNlig8NY5ePPfGvtQX6yLa )
- [Object Oriented Systems Analysis and Design (Systems Analysis and Design in a Changing World) ](https://www.youtube.com/playlist?list=PL6XklZATqYx9dj72MKG6wLYjljeB2odra )
- [CS 251 - Intermediate Software Design (C++ version) - Vanderbilt University ](https://www.youtube.com/playlist?list=PLZ9NgFYEMxp4ZsvD10uXmClGnukcu3Uff )
- [OOSE - Software Dev Using UML and Java ](https://www.youtube.com/playlist?list=PLJ9pm_Rc9HesnkwKlal_buSIHA-jTZMpO )
2019-05-26 09:35:58 +00:00
- [Object-Oriented Analysis and Design - IIT Kharagpur ](https://nptel.ac.in/courses/106105153/ )
2016-12-11 19:59:26 +00:00
- [CS3 - Design in Computing - Richard Buckland UNSW ](https://www.youtube.com/course?list=EC0C5D85DBA20E685C )
- [Informatics 1 - Object-Oriented Programming 2014/15- University of Edinburgh ](http://groups.inf.ed.ac.uk/vision/VIDEO/2014/inf1op.htm )
- [Software Engineering with Objects and Components 2015/16- University of Edinburgh ](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/seoc.htm )
2016-12-19 18:00:01 +00:00
- **Software Engineering**
2016-12-11 19:59:26 +00:00
- [Computer Science 169- Software Engineering - Spring 2015 - UCBerkeley ](https://www.youtube.com/playlist?list=PL-XXv-cvA_iCfQHHS7rxlfHFsU4aQW1IF )
- [CS 5150 - Software Engineering, Fall 2014 - Cornell University ](http://www.cs.cornell.edu/courses/cs5150/2014fa/materials.html )
- [Introduction to Service Design and Engineering - University of Trento, Italy ](https://www.youtube.com/playlist?list=PLBdajHWwi0JCn87QuFT3e58mekU0-6WUT )
- [CS 164 Software Engineering - Harvard ](http://cs164.tv/2014/spring/ )
2019-05-26 09:35:58 +00:00
- [System Analysis and Design - IISC Bangalore ](https://nptel.ac.in/courses/106108102/ )
- [Software Engineering - IIT Bombay ](https://nptel.ac.in/courses/106101061/ )
2019-10-14 08:21:00 +00:00
- [Dependable Systems (SS 2014)- HPI University of Potsdam ](https://www.tele-task.de/series/1005/ )
2019-05-26 09:35:58 +00:00
- [Software Testing - IIT Kharagpur ](https://nptel.ac.in/courses/106105150/ )
2016-12-11 19:59:26 +00:00
- [Informatics 2C - Software Engineering 2014/15- University of Edinburgh ](http://groups.inf.ed.ac.uk/vision/VIDEO/2014/inf2SE.htm )
2021-01-16 15:30:04 +00:00
- [Software Engineering - Bauhaus-Uni Weimar ](https://www.youtube.com/watch?v=jouBM4AH0jw&list=PLjEglKdMOevU2STTGq79duxTXDFuO-k1H&index=2 )
2016-12-19 18:00:01 +00:00
- **Software Architecture**
2016-12-11 19:59:26 +00:00
- [CS 411 - Software Architecture Design - Bilkent University ](http://video.bilkent.edu.tr/course_videos.php?courseid=10 )
- [MOOC - Software Architecture & Design - Udacity ](https://www.youtube.com/playlist?list=PLAwxTw4SYaPkMTetlG7xKWaI5ZAZFX8fL )
2016-12-19 18:00:01 +00:00
- **Concurrency**
2016-12-11 19:59:26 +00:00
- [CS176 - Multiprocessor Synchronization - Brown University ](http://cs.brown.edu/courses/cs176/course_information.shtml ) ([Videos from 2012](http://www.brown.edu/cis/sta/dev/herlihy_csci1760_fa12/#vid))
- [CS 282 (2014): Concurrent Java Network Programming in Android ](https://www.youtube.com/playlist?list=PLZ9NgFYEMxp4KSJPUyaQCj7x--NQ6kvcX )
2019-05-31 08:51:03 +00:00
- [CSE P 506 – Concurrency, Spring 2011 - University of Washington ](https://courses.cs.washington.edu/courses/csep506/11sp/Home.html ) ([Videos](https://courses.cs.washington.edu/courses/csep506/11sp/Videos.html))
- [CSEP 524 - Parallel Computation - University of Washington ](https://courses.cs.washington.edu/courses/csep524/10sp/ ) ([Videos](https://courses.cs.washington.edu/courses/csep524/10sp/lectures/video.html))
2019-10-14 08:21:00 +00:00
- [Parallel Programming Concepts (WT 2013/14) - HPI University of Potsdam ](https://www.tele-task.de/series/977/ )
- [Parallel Programming Concepts (WT 2012/13) - HPI University of Potsdam ](https://www.tele-task.de/series/924/ )
2016-12-19 18:00:01 +00:00
- **Mobile Application Development**
2016-12-11 19:59:26 +00:00
- [MOOC Programming Mobile Applications for Android Handheld Systems - University of Maryland ](https://www.youtube.com/playlist?list=PLkHsKoi6eZnwilGXUc95CqS7Vw4uLLDLG )
- [CS 193p - Developing Applications for iOS, Stanford University ](https://itunes.apple.com/us/course/developing-ios-9-apps-swift/id1104579961 )
- [CS S-76 Building Mobile Applications - Harvard ](http://cs76.tv/2013/summer/ )
- [CS 251 (2015): Intermediate Software Design ](https://www.youtube.com/playlist?list=PLZ9NgFYEMxp7lylj-XC8h1kjatOjbh9ne )
- [Android App Development for Beginners Playlist - thenewboston ](https://www.youtube.com/playlist?list=PL6gx4Cwl9DGBsvRxJJOzG4r4k_zLKrnxl )
- [Android Application Development Tutorials - thenewboston ](https://www.youtube.com/playlist?list=PL2F07DBCDCC01493A )
- [MOOC - Developing Android Apps - Udacity ](https://www.youtube.com/playlist?list=PLAwxTw4SYaPnMwH5-FNkErnnq_aSy706S )
- [MOOC - Advanced Android App Development - Udacity ](https://www.youtube.com/playlist?list=PLAwxTw4SYaPmETCT07vnDSiIaUBuyut0X )
- [CSSE490 Android Development Rose-Hulman Winter 2010-2011, Dave Fisher ](https://www.youtube.com/playlist?list=PLF3EEB647F6B52F03 )
- [iOS Course, Dave Fisher ](https://www.youtube.com/playlist?list=PL96C635E4DCD393A8 )
- [Developing iPad Applications for Visualization and Insight - Carnegie Mellon University ](https://itunes.apple.com/us/course/developing-ipad-applications/id499050344 )
2019-05-26 09:35:58 +00:00
- [Mobile Computing - IIT Madras ](https://nptel.ac.in/courses/106106147/ )
2021-01-16 15:30:04 +00:00
- [Mobile Information Systems - Bauhaus-Uni Weimar ](https://www.youtube.com/watch?v=8EmbrZJwMOI&list=PLjEglKdMOevWv4zPW0diw7iJFdT7s4sTP )
2016-10-21 20:16:36 +00:00
------------------------------
2016-10-22 06:15:56 +00:00
### Artificial Intelligence
2019-05-27 04:52:04 +00:00
- [CS 188 - Introduction to Artificial Intelligence, UC Berkeley - Spring 2015 ](http://www.infocobuild.com/education/audio-video-courses/computer-science/cs188-spring2015-berkeley.html )
2016-10-22 06:15:56 +00:00
- [6.034 Artificial Intelligence, MIT OCW ](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/lecture-videos/ )
2020-02-17 16:00:57 +00:00
- [CS221: Artificial Intelligence: Principles and Techniques - Autumn 2019 - Stanford University ](https://www.youtube.com/playlist?list=PLoROMvodv4rO1NB9TD4iUZ3qghGEGtqNX )
2016-12-11 19:59:26 +00:00
- [15-780 - Graduate Artificial Intelligence, Spring 14, CMU ](http://www.cs.cmu.edu/~zkolter/course/15-780-s14/lectures.html )
2019-05-31 08:51:03 +00:00
- [CSE 592 Applications of Artificial Intelligence, Winter 2003 - University of Washington ](https://courses.cs.washington.edu/courses/csep573/03wi/lectures/index.htm )
2016-12-11 20:42:31 +00:00
- [CS322 - Introduction to Artificial Intelligence, Winter 2012-13 - UBC ](http://www.cs.ubc.ca/~mack/CS322/ ) ([YouTube](https://www.youtube.com/playlist?list=PLDPnGbm0sUmpzvcGvktbz446SLdFbfZVU))
2018-04-04 17:38:53 +00:00
- [CS 4804: Introduction to Artificial Intelligence, Fall 2016 ](https://www.youtube.com/playlist?list=PLUenpfvlyoa1iiSbGy9BBewgiXjzxVgBd )
- [CS 5804: Introduction to Artificial Intelligence, Spring 2015 ](https://www.youtube.com/playlist?list=PLUenpfvlyoa0PB6_kqJ9WU7m6i6z1RhfJ )
2019-05-26 09:35:58 +00:00
- [Artificial Intelligence - IIT Kharagpur ](https://nptel.ac.in/courses/106105077/ )
- [Artificial Intelligence - IIT Madras ](https://nptel.ac.in/courses/106106126/ )
- [Artificial Intelligence(Prof.P.Dasgupta) - IIT Kharagpur ](https://nptel.ac.in/courses/106105079/ )
2016-12-11 19:59:26 +00:00
- [MOOC - Intro to Artificial Intelligence - Udacity ](https://www.youtube.com/playlist?list=PLAwxTw4SYaPlqMkzr4xyuD6cXTIgPuzgn )
- [MOOC - Artificial Intelligence for Robotics - Udacity ](https://www.youtube.com/playlist?list=PLAwxTw4SYaPkCSYXw6-a_aAoXVKLDwnHK )
2017-03-18 19:06:41 +00:00
- [Graduate Course in Artificial Intelligence, Autumn 2012 - University of Washington ](https://www.youtube.com/playlist?list=PLbQ3Aya0VERDoDdbMogU9EASJGWris9qG )
2016-12-10 19:05:28 +00:00
- [Agent-Based Systems 2015/16- University of Edinburgh ](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/abs.htm )
- [Informatics 2D - Reasoning and Agents 2014/15- University of Edinburgh ](http://groups.inf.ed.ac.uk/vision/VIDEO/2014/inf2d.htm )
2016-12-11 20:42:31 +00:00
- [Artificial Intelligence - Hochschule Ravensburg-Weingarten ](https://www.youtube.com/playlist?list=PL39B5D3AFC249556A )
2017-05-19 19:57:31 +00:00
- [Deductive Databases and Knowledge-Based Systems - Technische Universität Braunschweig, Germany ](http://www.ifis.cs.tu-bs.de/teaching/ws-1516/KBS )
2020-05-23 10:42:21 +00:00
- [Artificial Intelligence: Knowledge Representation and Reasoning - IIT Madras ](https://nptel.ac.in/courses/106106140/ )
- [Semantic Web Technologies by Dr. Harald Sack - HPI ](https://www.youtube.com/playlist?list=PLoOmvuyo5UAeihlKcWpzVzB51rr014TwD )
- [Knowledge Engineering with Semantic Web Technologies by Dr. Harald Sack - HPI ](https://www.youtube.com/playlist?list=PLoOmvuyo5UAcBXlhTti7kzetSsi1PpJGR )
2016-10-22 06:15:56 +00:00
--------------
2016-10-21 20:16:36 +00:00
### Machine Learning
2016-10-26 10:53:07 +00:00
- **Introduction to Machine Learning**
2019-05-27 04:56:41 +00:00
- [MOOC Machine Learning Andrew Ng - Coursera/Stanford ](https://www.youtube.com/playlist?list=PLLssT5z_DsK-h9vYZkQkYNWcItqhlRJLN ) ([Notes](http://www.holehouse.org/mlclass/))
2018-12-09 17:47:58 +00:00
- [Introduction to Machine Learning for Coders ](https://course.fast.ai/ml.html )
2016-12-01 17:54:55 +00:00
- [MOOC - Statistical Learning, Stanford University ](http://www.dataschool.io/15-hours-of-expert-machine-learning-videos/ )
2017-01-28 15:16:56 +00:00
- [Foundations of Machine Learning Boot Camp, Berkeley Simons Institute ](https://www.youtube.com/playlist?list=PLgKuh-lKre11GbZWneln-VZDLHyejO7YD )
2017-02-05 08:23:32 +00:00
- [CS155 - Machine Learning & Data Mining, 2017 - Caltech ](https://www.youtube.com/playlist?list=PLuz4CTPOUNi6BfMrltePqMAHdl5W33-bC ) ([Notes](http://www.yisongyue.com/courses/cs155/2017_winter/)) ([2016](https://www.youtube.com/playlist?list=PL5HdMttxBY0BVTP9y7qQtzTgmcjQ3P0mb))
2016-10-26 07:00:24 +00:00
- [CS 156 - Learning from Data, Caltech ](https://work.caltech.edu/lectures.html )
2019-07-16 19:29:55 +00:00
- [10-601 - Introduction to Machine Learning (MS) - Tom Mitchell - 2015, CMU ](http://www.cs.cmu.edu/~ninamf/courses/601sp15/lectures.shtml ) ([YouTube](https://www.youtube.com/playlist?list=PLAJ0alZrN8rD63LD0FkzKFiFgkOmEtltQ))
- [10-601 Machine Learning | CMU | Fall 2017 ](https://www.youtube.com/playlist?list=PL7k0r4t5c10-g7CWCnHfZOAxLaiNinChk )
2017-04-15 18:09:20 +00:00
- [10-701 - Introduction to Machine Learning (PhD) - Tom Mitchell, Spring 2011, CMU ](http://www.cs.cmu.edu/~tom/10701_sp11/lectures.shtml ) ([Fall 2014](https://www.youtube.com/playlist?list=PL7y-1rk2cCsDZCVz2xS7LrExqidHpJM3B)) ([Spring 2015 by Alex Smola](https://www.youtube.com/playlist?list=PLZSO_6-bSqHTTV7w9u7grTXBHMH-mw3qn))
2020-05-02 11:17:28 +00:00
- [10 - 301/601 - Introduction to Machine Learning - Spring 2020 - CMU ](https://www.youtube.com/playlist?list=PLpqQKYIU-snAPM89YPPwyQ9xdaiAdoouk )
2020-02-22 06:03:11 +00:00
- [CMS 165 Foundations of Machine Learning and Statistical Inference - 2020 - Caltech ](https://www.youtube.com/playlist?list=PLVNifWxslHCDlbyitaLLYBOAEPbmF1AHg )
2016-10-26 07:00:24 +00:00
- [Microsoft Research - Machine Learning Course ](https://www.youtube.com/playlist?list=PL34iyE0uXtxo7vPXGFkmm6KbgZQwjf9Kf )
2019-05-19 09:15:17 +00:00
- [CS 446 - Machine Learning, Spring 2019, UIUC ](https://courses.engr.illinois.edu/cs446/sp2019/AGS/_site/ )([ Fall 2016 Lectures](https://www.youtube.com/playlist?list=PLQcasX5-oG91TgY6A_gz-IW7YSpwdnD2O))
2016-10-26 07:00:24 +00:00
- [undergraduate machine learning at UBC 2012, Nando de Freitas ](https://www.youtube.com/playlist?list=PLE6Wd9FR--Ecf_5nCbnSQMHqORpiChfJf )
2020-04-23 06:49:44 +00:00
- [CS 229 - Machine Learning - Stanford University ](https://see.stanford.edu/Course/CS229 ) ([Autumn 2018](https://www.youtube.com/playlist?list=PLoROMvodv4rMiGQp3WXShtMGgzqpfVfbU))
2016-10-26 07:00:24 +00:00
- [CS 189/289A Introduction to Machine Learning, Prof Jonathan Shewchuk - UCBerkeley ](https://people.eecs.berkeley.edu/~jrs/189/ )
2020-02-17 16:00:57 +00:00
- [CPSC 340: Machine Learning and Data Mining (2018) - UBC ](https://www.youtube.com/playlist?list=PLWmXHcz_53Q02ZLeAxigki1JZFfCO6M-b )
2016-12-10 18:25:23 +00:00
- [CS4780/5780 Machine Learning, Fall 2013 - Cornell University ](http://www.cs.cornell.edu/courses/cs4780/2013fa/ )
2020-04-23 07:33:06 +00:00
- [CS4780/5780 Machine Learning, Fall 2018 - Cornell University ](http://www.cs.cornell.edu/courses/cs4780/2018fa/page18/index.html ) ([Youtube](https://www.youtube.com/playlist?list=PLl8OlHZGYOQ7bkVbuRthEsaLr7bONzbXS))
2019-05-15 15:53:12 +00:00
- [CSE474/574 Introduction to Machine Learning - SUNY University at Buffalo ](https://www.youtube.com/playlist?list=PLEQDy5tl3xkMzk_zlo2DPzXteCquHA8bQ )
2016-10-26 07:00:24 +00:00
- [CS 5350/6350 - Machine Learning, Fall 2016, University of Utah ](https://www.youtube.com/playlist?list=PLbuogVdPnkCozRSsdueVwX7CF9N4QWL0B )
- [ECE 5984 Introduction to Machine Learning, Spring 2015 - Virginia Tech ](https://filebox.ece.vt.edu/~s15ece5984/ )
2017-02-12 12:17:21 +00:00
- [CSx824/ECEx242 Machine Learning, Bert Huang, Fall 2015 - Virginia Tech ](https://www.youtube.com/playlist?list=PLUenpfvlyoa0rMoE5nXA8kdctBKE9eSob )
2016-12-11 19:59:26 +00:00
- [STA 4273H - Large Scale Machine Learning, Winter 2015 - University of Toronto ](http://www.cs.toronto.edu/~rsalakhu/STA4273_2015/lectures.html )
2016-11-16 10:03:42 +00:00
- [CS 485/685 Machine Learning, Shai Ben-David, University of Waterloo ](https://www.youtube.com/channel/UCR4_akQ1HYMUcDszPQ6jh8Q/videos )
2017-03-04 06:59:30 +00:00
- [STAT 441/841 Classification Winter 2017 , Waterloo ](https://www.youtube.com/playlist?list=PLehuLRPyt1HzXDemu7K4ETcF0Ld_B5adG )
2017-03-18 19:06:41 +00:00
- [10-605 - Machine Learning with Large Datasets, Fall 2016 - CMU ](https://www.youtube.com/channel/UCIE4UdPoCJZMAZrTLuq-CPQ/videos )
2017-02-12 12:17:21 +00:00
- [Information Theory, Pattern Recognition, and Neural Networks - University of Cambridge ](https://www.youtube.com/playlist?list=PLruBu5BI5n4aFpG32iMbdWoRVAA-Vcso6 )
- [Python and machine learning - Stanford Crowd Course Initiative ](https://www.youtube.com/playlist?list=PLVxFQjPUB2cnYGZPAGG52OQc9SpWVKjjB )
- [MOOC - Machine Learning Part 1a - Udacity/Georgia Tech ](https://www.youtube.com/playlist?list=PLAwxTw4SYaPl0N6-e1GvyLp5-MUMUjOKo ) ([Part 1b](https://www.youtube.com/playlist?list=PLAwxTw4SYaPlkESDcHD-0oqVx5sAIgz7O) [Part 2 ](https://www.youtube.com/playlist?list=PLAwxTw4SYaPmaHhu-Lz3mhLSj-YH-JnG7 ) [Part 3 ](https://www.youtube.com/playlist?list=PLAwxTw4SYaPnidDwo9e2c7ixIsu_pdSNp ))
2016-12-10 19:05:28 +00:00
- [Machine Learning and Pattern Recognition 2015/16- University of Edinburgh ](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/mlpr.htm )
- [Introductory Applied Machine Learning 2015/16- University of Edinburgh ](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/iaml.htm )
2016-12-10 20:44:23 +00:00
- [Pattern Recognition Class (2012)- Universität Heidelberg ](https://www.youtube.com/playlist?list=PLuRaSnb3n4kRDZVU6wxPzGdx1CN12fn0w )
2020-02-23 07:00:28 +00:00
- [Introduction to Machine Learning and Pattern Recognition - CBCSL OSU ](https://www.youtube.com/playlist?list=PLcXJymqaE9PPGGtFsTNoDWKl-VNVX5d6b )
2019-05-26 09:35:58 +00:00
- [Introduction to Machine Learning - IIT Kharagpur ](https://nptel.ac.in/courses/106105152/ )
- [Introduction to Machine Learning - IIT Madras ](https://nptel.ac.in/courses/106106139/ )
- [Pattern Recognition - IISC Bangalore ](https://nptel.ac.in/courses/117108048/ )
- [Pattern Recognition and Application - IIT Kharagpur ](https://nptel.ac.in/courses/117105101/ )
- [Pattern Recognition - IIT Madras ](https://nptel.ac.in/courses/106106046/ )
2017-02-12 12:17:21 +00:00
- [Machine Learning Summer School 2013 - Max Planck Institute for Intelligent Systems Tübingen ](https://www.youtube.com/playlist?list=PLqJm7Rc5-EXFv6RXaPZzzlzo93Hl0v91E )
- [Machine Learning - Professor Kogan (Spring 2016) - Rutgers ](https://www.youtube.com/playlist?list=PLauepKFT6DK_1_plY78bXMDj-bshv7UsQ )
- [CS273a: Introduction to Machine Learning ](http://sli.ics.uci.edu/Classes/2015W-273a ) ([YouTube](https://www.youtube.com/playlist?list=PLkWzaBlA7utJMRi89i9FAKMopL0h0LBMk))
- [Machine Learning Crash Course 2015 ](https://www.youtube.com/playlist?list=PLyGKBDfnk-iD5dK8N7UBUFVVDBBtznenR )
2017-03-04 06:59:30 +00:00
- [COM4509/COM6509 Machine Learning and Adaptive Intelligence 2015-16 ](http://inverseprobability.com/mlai2015/ )
2018-07-13 17:14:25 +00:00
- [10715 Advanced Introduction to Machine Learning ](https://sites.google.com/site/10715advancedmlintro2017f/lectures )
2020-04-18 13:27:21 +00:00
- [Introduction to Machine Learning - Spring 2018 - ETH Zurich ](https://www.youtube.com/playlist?list=PLzn6LN6WhlN273tsqyfdrBUsA-o5nUESV )
2020-04-30 15:05:39 +00:00
- [Machine Learning - Pedro Domingos- University of Washington ](https://www.youtube.com/user/UWCSE/playlists?view=50&sort=dd&shelf_id=16 )
2020-04-18 13:27:21 +00:00
- [Advanced Machine Learning - 2019 - ETH Zürich ](https://www.youtube.com/playlist?list=PLY-OA_xnxFwSe98pzMGVR4bjAZZYrNT7L )
2020-05-02 18:01:34 +00:00
- [Machine Learning (COMP09012) ](https://www.youtube.com/playlist?list=PLyH-5mHPFffFwz7Twap0XuVeUJ8vuco9t )
2020-05-14 14:36:20 +00:00
- [Probabilistic Machine Learning 2020 - University of Tübingen ](https://www.youtube.com/playlist?list=PL05umP7R6ij1tHaOFY96m5uX3J21a6yNd )
- [Statistical Machine Learning 2020 - Ulrike von Luxburg - University of Tübingen ](https://www.youtube.com/playlist?list=PL05umP7R6ij2XCvrRzLokX6EoHWaGA2cC )
2020-07-15 20:08:18 +00:00
- [COMS W4995 - Applied Machine Learning - Spring 2020 - Columbia University ](https://www.cs.columbia.edu/~amueller/comsw4995s20/schedule/ )
2016-10-26 07:00:24 +00:00
- **Data Mining**
2016-10-29 12:18:54 +00:00
- [CSEP 546, Data Mining - Pedro Domingos, Sp 2016 - University of Washington ](https://courses.cs.washington.edu/courses/csep546/16sp/ ) ([YouTube](https://www.youtube.com/playlist?list=PLTPQEx-31JXgtDaC6-3HxWcp7fq4N8YGr))
- [CS 5140/6140 - Data Mining, Spring 2016, University of Utah ](https://www.cs.utah.edu/~jeffp/teaching/cs5140.html ) ([Youtube](https://www.youtube.com/playlist?list=PLbuogVdPnkCpXfb43Wvc7s5fXWzedwTPB))
- [CS 5955/6955 - Data Mining, University of Utah ](http://www.cs.utah.edu/~jeffp/teaching/cs5955.html ) ([YouTube](https://www.youtube.com/channel/UCcrlwW88yMcXujhGjSP2WBg/videos))
2016-12-11 19:59:26 +00:00
- [Statistics 202 - Statistical Aspects of Data Mining, Summer 2007 - Google ](http://www.stats202.com/original_index.html ) ([YouTube](https://www.youtube.com/playlist?list=PLFE776F2C513A744E))
2016-10-26 07:00:24 +00:00
- [MOOC - Text Mining and Analytics by ChengXiang Zhai ](https://www.youtube.com/playlist?list=PLLssT5z_DsK8Xwnh_0bjN4KNT81bekvtt )
2016-10-29 13:31:26 +00:00
- [Information Retrieval SS 2014, iTunes - HPI ](https://itunes.apple.com/us/itunes-u/information-retrieval-ss-2014/id874200291 )
2016-10-26 07:00:24 +00:00
- [MOOC - Data Mining with Weka ](https://www.youtube.com/playlist?list=PLm4W7_iX_v4NqPUjceOGd-OKNVO4c_cPD )
- [CS 290 DataMining Lectures ](https://www.youtube.com/playlist?list=PLB4CCA346A5741C4C )
2016-11-21 04:53:12 +00:00
- [CS246 - Mining Massive Data Sets, Winter 2016, Stanford University ](https://web.stanford.edu/class/cs246/ ) ([YouTube](https://www.youtube.com/channel/UC_Oao2FYkLAUlUVkBfze4jg/videos))
2020-02-23 07:00:28 +00:00
- [Data Mining: Learning From Large Datasets - Fall 2017 - ETH Zurich ](https://www.youtube.com/playlist?list=PLY-OA_xnxFwRHZO6L6yT253VPgrZazQs6 )
2020-04-18 13:27:21 +00:00
- [Information Retrieval - Spring 2018 - ETH Zurich ](https://www.youtube.com/playlist?list=PLzn6LN6WhlN1ktkDvNurPSDwTQ_oGQisn )
2019-06-12 17:03:14 +00:00
- [CAP6673 - Data Mining and Machine Learning - FAU ](http://www.cse.fau.edu/~taghi/classes/cap6673/ )([Video lectures](https://vimeo.com/album/1505953))
2017-05-19 19:57:31 +00:00
- [Data Warehousing and Data Mining Techniques - Technische Universität Braunschweig, Germany ](http://www.ifis.cs.tu-bs.de/teaching/ws-1617/dwh )
2016-12-01 17:54:55 +00:00
- **Data Science**
2020-02-22 05:34:20 +00:00
- [Data 8: The Foundations of Data Science - UC Berkeley ](http://data8.org/ ) ([Summer 17](http://data8.org/su17/))
2018-05-24 15:10:21 +00:00
- [CSE519 - Data Science Fall 2016 - Skiena, SBU ](https://www.youtube.com/playlist?list=PLOtl7M3yp-DVBdLYatrltDJr56AKZ1qXo )
2016-12-01 17:54:55 +00:00
- [CS 109 Data Science, Harvard University ](http://cs109.github.io/2015/pages/videos.html ) ([YouTube](https://www.youtube.com/playlist?list=PLb4G5axmLqiuneCqlJD2bYFkBwHuOzKus))
2017-05-24 16:40:40 +00:00
- [6.0002 Introduction to Computational Thinking and Data Science - MIT OCW ](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-0002-introduction-to-computational-thinking-and-data-science-fall-2016/lecture-videos/ )
2020-02-22 05:34:20 +00:00
- [Data 100 - Summer 19- UC Berkeley ](https://www.youtube.com/playlist?list=PLPHXc20GewP8J56CisONS_mFZWZAfa7jR )
2019-10-14 08:21:00 +00:00
- [Distributed Data Analytics (WT 2017/18) - HPI University of Potsdam ](https://www.tele-task.de/series/1179/ )
2016-12-31 20:25:41 +00:00
- [Statistics 133 - Concepts in Computing with Data, Fall 2013 - UC Berkeley ](https://www.youtube.com/playlist?list=PL-XXv-cvA_iDsSPnMJlnhIyADGUmikoIO )
2019-10-14 08:21:00 +00:00
- [Data Profiling and Data Cleansing (WS 2014/15) - HPI University of Potsdam ](https://www.tele-task.de/series/1027/ )
2016-12-01 17:54:55 +00:00
- [AM 207 - Stochastic Methods for Data Analysis, Inference and Optimization, Harvard University ](http://am207.github.io/2016/index.html )
2016-12-11 19:59:26 +00:00
- [CS 229r - Algorithms for Big Data, Harvard University ](http://people.seas.harvard.edu/~minilek/cs229r/fall15/lec.html ) ([Youtube](https://www.youtube.com/playlist?list=PL2SOU6wwxB0v1kQTpqpuu5kEJo2i-iUyf))
2019-05-26 09:35:58 +00:00
- [Algorithms for Big Data - IIT Madras ](https://nptel.ac.in/courses/106106142/ )
2016-10-26 07:00:24 +00:00
- **Probabilistic Graphical Modeling**
2016-12-11 19:59:26 +00:00
- [MOOC - Probabilistic Graphical Models - Coursera ](https://www.youtube.com/playlist?list=PLvfF4UFg6Ejj6SX-ffw-O4--SPbB9P7eP )
2016-10-26 07:00:24 +00:00
- [CS 6190 - Probabilistic Modeling, Spring 2016, University of Utah ](https://www.youtube.com/playlist?list=PLbuogVdPnkCpvxdF-Gy3gwaBObx7AnQut )
2020-04-23 06:49:44 +00:00
- [10-708 - Probabilistic Graphical Models, Carnegie Mellon University ](https://www.cs.cmu.edu/~epxing/Class/10708-20/lectures.html )
2016-10-26 07:00:24 +00:00
- [Probabilistic Graphical Models, Daphne Koller, Stanford University ](http://openclassroom.stanford.edu/MainFolder/CoursePage.php?course=ProbabilisticGraphicalModels )
2016-12-10 18:25:23 +00:00
- [Probabilistic Models - UNIVERSITY OF HELSINKI ](https://www.cs.helsinki.fi/en/courses/582636/2015/K/K/1 )
2016-12-10 19:05:28 +00:00
- [Probabilistic Modelling and Reasoning 2015/16- University of Edinburgh ](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/pmr.htm )
2020-02-17 16:00:57 +00:00
- [Probabilistic Graphical Models, Spring 2018 - Notre Dame ](https://www.youtube.com/playlist?list=PLd-PuDzW85AcV4bgdu7wHPL37hm60W4RM )
2016-10-26 07:00:24 +00:00
- **Deep Learning**
2019-05-26 09:35:58 +00:00
- [6.S191: Introduction to Deep Learning - MIT ](http://introtodeeplearning.com/ )
2018-12-09 17:47:58 +00:00
- [Deep Learning CMU ](https://www.youtube.com/channel/UC8hYZGEkI2dDO8scT8C5UQA/videos )
2020-03-02 07:08:16 +00:00
- [Part 1: Practical Deep Learning for Coders, v3 - fast.ai ](https://course.fast.ai/ )
- [Part 2: Deep Learning from the Foundations - fast.ai ](https://course.fast.ai/part2 )
2016-10-26 07:00:24 +00:00
- [Deep learning at Oxford 2015 - Nando de Freitas ](https://www.youtube.com/playlist?list=PLE6Wd9FR--EfW8dtjAuPoTuPcqmOV53Fu )
2017-02-05 08:23:32 +00:00
- [6.S094: Deep Learning for Self-Driving Cars - MIT ](https://www.youtube.com/playlist?list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf )
2016-12-15 20:06:28 +00:00
- [CS294-129 Designing, Visualizing and Understanding Deep Neural Networks ](https://bcourses.berkeley.edu/courses/1453965/pages/cs294-129-designing-visualizing-and-understanding-deep-neural-networks ) ([YouTube](https://www.youtube.com/playlist?list=PLkFD6_40KJIxopmdJF_CLNqG3QuDFHQUm))
2020-02-17 16:00:57 +00:00
- [CS230: Deep Learning - Autumn 2018 - Stanford University ](https://www.youtube.com/playlist?list=PLoROMvodv4rOABXSygHTsbvUz4G_YQhOb )
2020-02-22 05:34:20 +00:00
- [STAT-157 Deep Learning 2019 - UC Berkeley ](https://www.youtube.com/playlist?list=PLZSO_6-bSqHQHBCoGaObUljoXAyyqhpFW )
- [Full Stack DL Bootcamp 2019 - UC Berkeley ](https://www.youtube.com/playlist?list=PL_Ig1a5kxu5645uORPL8xyvHr91Lg8G1l )
2016-10-26 07:00:24 +00:00
- [Deep Learning, Stanford University ](http://openclassroom.stanford.edu/MainFolder/CoursePage.php?course=DeepLearning )
2016-12-11 19:59:26 +00:00
- [MOOC - Neural Networks for Machine Learning, Geoffrey Hinton 2016 - Coursera ](https://www.youtube.com/playlist?list=PLoRl3Ht4JOcdU872GhiYWf6jwrk_SNhz9 )
2020-03-28 10:30:00 +00:00
- [Deep Unsupervised Learning -- Berkeley Spring 2020 ](https://www.youtube.com/playlist?list=PLwRJQ4m4UJjPiJP3691u-qWwPGVKzSlNP )
2017-03-04 06:59:30 +00:00
- [Stat 946 Deep Learning - University of Waterloo ](https://www.youtube.com/playlist?list=PLehuLRPyt1Hyi78UOkMPWCGRxGcA9NVOE )
2016-11-21 14:07:48 +00:00
- [Neural networks class - Université de Sherbrooke ](http://info.usherbrooke.ca/hlarochelle/neural_networks/content.html ) ([YouTube](https://www.youtube.com/playlist?list=PL6Xpj9I5qXYEcOhn7TqghAJ6NAPrNmUBH))
2020-04-23 08:01:26 +00:00
- [CS294-158 Deep Unsupervised Learning SP19 ](https://www.youtube.com/channel/UCf4SX8kAZM_oGcZjMREsU9w/videos )
2020-02-23 07:00:28 +00:00
- [DLCV - Deep Learning for Computer Vision - UPC Barcelona ](https://www.youtube.com/playlist?list=PL-5eMc3HQTBavDoZpFcX-bff5WgQqSLzR )
- [DLAI - Deep Learning for Artificial Intelligence @ UPC Barcelona ](https://www.youtube.com/playlist?list=PL-5eMc3HQTBagIUjKefjcTbnXC0wXC_vd )
2019-05-26 09:35:58 +00:00
- [Neural Networks and Applications - IIT Kharagpur ](https://nptel.ac.in/courses/117105084/ )
2017-10-29 06:15:32 +00:00
- [UVA DEEP LEARNING COURSE ](http://uvadlc.github.io/#lecture )
2017-02-12 12:17:21 +00:00
- [Nvidia Machine Learning Class ](https://www.youtube.com/playlist?list=PLTIkHmXc-7an8xbwhAJX-LQ4D4Uf-ar5I )
2020-10-23 20:10:01 +00:00
- [Deep Learning - Winter 2020-21 - Tübingen Machine Learning ](https://www.youtube.com/playlist?list=PL05umP7R6ij3NTWIdtMbfvX7Z-4WEXRqD )
2020-04-23 07:33:06 +00:00
- **Reinforcement Learning**
- [CS234: Reinforcement Learning - Winter 2019 - Stanford University ](https://www.youtube.com/playlist?list=PLoROMvodv4rOSOPzutgyCTapiGlY2Nd8u )
- [Introduction to reinforcement learning - UCL ](https://www.youtube.com/playlist?list=PLqYmG7hTraZDM-OYHWgPebj2MfCFzFObQ )
- [Advanced Deep Learning & Reinforcement Learning - UCL ](https://www.youtube.com/playlist?list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs )
- [Reinforcement Learning - IIT Madras ](https://www.youtube.com/playlist?list=PLyqSpQzTE6M_FwzHFAyf4LSkz_IjMyjD9 )
- [CS885 Reinforcement Learning - Spring 2018 - University of Waterloo ](https://www.youtube.com/playlist?list=PLdAoL1zKcqTXFJniO3Tqqn6xMBBL07EDc )
2020-04-23 08:01:26 +00:00
- [CS 285 - Deep Reinforcement Learning- UC Berkeley ](https://www.youtube.com/playlist?list=PLkFD6_40KJIwhWJpGazJ9VSj9CFMkb79A )
- [CS 294 112 - Reinforcement Learning ](https://www.youtube.com/playlist?list=PLkFD6_40KJIxJMR-j5A1mkxK26gh_qg37 )
2020-04-23 07:33:06 +00:00
- [NUS CS 6101 - Deep Reinforcement Learning ](https://www.youtube.com/playlist?list=PLllwxvcS7ca5wOmRLKm6ri-OaC0INYehv )
- [ECE 8851: Reinforcement Learning ](https://www.youtube.com/playlist?list=PL_Nk3YvgORJs1tCLQnlnSRsOJArj_cP9u )
2020-04-23 08:01:26 +00:00
- [CS294-112, Deep Reinforcement Learning Sp17 ](http://rll.berkeley.edu/deeprlcourse/ ) ([YouTube](https://www.youtube.com/playlist?list=PLkFD6_40KJIwTmSbCv9OVJB3YaO4sFwkX))
- [UCL Course 2015 on Reinforcement Learning by David Silver from DeepMind ](http://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching.html ) ([YouTube](https://www.youtube.com/watch?v=2pWv7GOvuf0))
2020-04-27 16:53:26 +00:00
- [Deep RL Bootcamp - Berkeley Aug 2017 ](https://sites.google.com/view/deep-rl-bootcamp/lectures )
- [Reinforcement Learning - IIT Madras ](https://www.youtube.com/playlist?list=PLyqSpQzTE6M_FwzHFAyf4LSkz_IjMyjD9 )
2016-10-26 07:00:24 +00:00
- **Advanced Machine Learning**
- [Machine Learning 2013 - Nando de Freitas, UBC ](https://www.youtube.com/playlist?list=PLE6Wd9FR--EdyJ5lbFl8UuGjecvVw66F6 )
2016-12-11 19:59:26 +00:00
- [Machine Learning, 2014-2015, University of Oxford ](https://www.cs.ox.ac.uk/people/nando.defreitas/machinelearning/ )
2020-04-26 09:50:11 +00:00
- [10-702/36-702 - Statistical Machine Learning - Larry Wasserman, Spring 2016, CMU ](https://www.stat.cmu.edu/~ryantibs/statml/ ) ([Spring 2015](https://www.youtube.com/playlist?list=PLjbUi5mgii6BWEUZf7He6nowWvGne_Y8r))
2016-10-26 07:00:24 +00:00
- [10-715 Advanced Introduction to Machine Learning - CMU ](http://www.cs.cmu.edu/~bapoczos/Classes/ML10715_2015Fall/ ) ([YouTube](https://www.youtube.com/playlist?list=PL4DwY1suLMkcu-wytRDbvBNmx57CdQ2pJ))
2016-12-10 18:25:23 +00:00
- [CS 281B - Scalable Machine Learning, Alex Smola, UC Berkeley ](http://alex.smola.org/teaching/berkeley2012/syllabus.html )
2017-02-12 12:17:21 +00:00
- [18.409 Algorithmic Aspects of Machine Learning Spring 2015 - MIT ](https://www.youtube.com/playlist?list=PLB3sDpSRdrOvI1hYXNsa6Lety7K8FhPpx )
2020-04-20 16:57:14 +00:00
- [CS 330 - Deep Multi-Task and Meta Learning - Fall 2019 - Stanford University ](https://cs330.stanford.edu/ ) ([Youtube](https://www.youtube.com/playlist?list=PLoROMvodv4rMC6zfYmnD7UG3LVvwaITY5))
2016-12-11 19:59:26 +00:00
- **ML based Natural Language Processing and Computer Vision**
2016-10-26 07:00:24 +00:00
- [CS 224d - Deep Learning for Natural Language Processing, Stanford University ](http://cs224d.stanford.edu/syllabus.html ) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLCJlDcMjVoEdtem5GaohTC1o9HTTFtK7_))
2019-05-28 13:14:33 +00:00
- [CS 224N - Natural Language Processing, Stanford University ](http://web.stanford.edu/class/cs224n/ ) ([Lecture videos](https://www.youtube.com/playlist?list=PLgtM85Maly3n2Fp1gJVvqb0bTC39CPn1N))
2020-07-15 20:08:18 +00:00
- [CS 124 - From Languages to Information - Stanford University ](https://www.youtube.com/channel/UC_48v322owNVtORXuMeRmpA/playlists?view=50&sort=dd&shelf_id=2 )
2016-12-11 19:59:26 +00:00
- [MOOC - Natural Language Processing, Dan Jurafsky & Chris Manning - Coursera ](https://www.youtube.com/playlist?list=PL6397E4B26D00A269 )
2020-03-02 07:08:16 +00:00
- [fast.ai Code-First Intro to Natural Language Processing ](https://www.youtube.com/playlist?list=PLtmWHNX-gukKocXQOkQjuVxglSDYWsSh9 ) ([Github](https://github.com/fastai/course-nlp))
2016-10-26 07:00:24 +00:00
- [MOOC - Natural Language Processing - Coursera, University of Michigan ](https://www.youtube.com/playlist?list=PLLssT5z_DsK8BdawOVCCaTCO99Ya58ryR )
2018-01-23 17:23:12 +00:00
- [CS 231n - Convolutional Neural Networks for Visual Recognition, Stanford University ](https://www.youtube.com/playlist?list=PL3FW7Lu3i5JvHM8ljYj-zLfQRF3EO8sYv )
2020-02-17 16:00:57 +00:00
- [CS224U: Natural Language Understanding - Spring 2019 - Stanford University ](https://www.youtube.com/playlist?list=PLoROMvodv4rObpMCir6rNNUlFAn56Js20 )
2017-02-07 17:23:25 +00:00
- [Deep Learning for Natural Language Processing, 2017 - Oxford University ](https://github.com/oxford-cs-deepnlp-2017/lectures )
2019-06-12 17:03:14 +00:00
- [Machine Learning for Robotics and Computer Vision, WS 2013/2014 - TU München ](https://vision.in.tum.de/teaching/ws2013/ml_ws13 ) ([YouTube](https://www.youtube.com/playlist?list=PLTBdjV_4f-EIiongKlS9OKrBEp8QR47Wl))
2016-12-11 19:59:26 +00:00
- [Informatics 1 - Cognitive Science 2015/16- University of Edinburgh ](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/inf1cs.htm )
2016-12-10 19:05:28 +00:00
- [Informatics 2A - Processing Formal and Natural Languages 2016-17 - University of Edinburgh ](http://www.inf.ed.ac.uk/teaching/courses/inf2a/schedule.html )
- [Computational Cognitive Science 2015/16- University of Edinburgh ](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/ccs.htm )
- [Accelerated Natural Language Processing 2015/16- University of Edinburgh ](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/anlp.htm )
2019-05-26 09:35:58 +00:00
- [Natural Language Processing - IIT Bombay ](https://nptel.ac.in/courses/106101007/ )
2020-02-17 16:47:22 +00:00
- [NOC:Deep Learning For Visual Computing - IIT Kharagpur ](https://nptel.ac.in/courses/108/105/108105103/ )
2020-07-05 07:37:23 +00:00
- [CS 11-747 - Neural Nets for NLP - 2019 - CMU ](https://www.youtube.com/playlist?list=PL8PYTP1V4I8Ajj7sY6sdtmjgkt7eo2VMs )
- [Natural Language Processing - Michael Collins - Columbia University ](https://www.youtube.com/playlist?list=PLA212ij5XG8OTDRl8IWFiJgHR9Ve2k9pv )
2020-09-06 09:00:24 +00:00
- [Deep Learning for Computer Vision - University of Michigan ](https://www.youtube.com/playlist?list=PL5-TkQAfAZFbzxjBHtzdVCWE0Zbhomg7r )
- [CMU CS11-737 - Multilingual Natural Language Processing ](https://www.youtube.com/playlist?list=PL8PYTP1V4I8CHhppU6n1Q9-04m96D9gt5 )
2020-04-26 09:50:11 +00:00
- **Time Series Analysis**
- [02417 Time Series Analysis ](https://www.youtube.com/playlist?list=PLtiTxpFJ4k6TZ0g496fVcQpt_-XJRNkbi )
- [Applied Time Series Analysis ](https://www.youtube.com/playlist?list=PLl0FT6O_WWDBm-4W-eoK34omYmEMseQDX )
2016-10-26 07:00:24 +00:00
- **Misc Machine Learning Topics**
2018-07-13 17:14:25 +00:00
- [EE364a: Convex Optimization I - Stanford University ](http://web.stanford.edu/class/ee364a/videos.html )
2016-10-26 07:00:24 +00:00
- [CS 6955 - Clustering, Spring 2015, University of Utah ](https://www.youtube.com/playlist?list=PLbuogVdPnkCpRvi-qSMCdOwyn4UYoPxTI )
2016-12-09 16:49:55 +00:00
- [Info 290 - Analyzing Big Data with Twitter, UC Berkeley school of information ](http://blogs.ischool.berkeley.edu/i290-abdt-s12/ ) ([YouTube](https://www.youtube.com/playlist?list=PLE8C1256A28C1487F))
2016-12-11 19:59:26 +00:00
- [10-725 Convex Optimization, Spring 2015 - CMU ](http://www.stat.cmu.edu/~ryantibs/convexopt-S15/ )
2018-07-13 17:14:25 +00:00
- [10-725 Convex Optimization: Fall 2016 - CMU ](http://www.stat.cmu.edu/~ryantibs/convexopt/ )
2016-10-26 07:00:24 +00:00
- [CAM 383M - Statistical and Discrete Methods for Scientific Computing, University of Texas ](http://granite.ices.utexas.edu/coursewiki/index.php/Main_Page )
- [9.520 - Statistical Learning Theory and Applications, Fall 2015 - MIT ](https://www.youtube.com/playlist?list=PLyGKBDfnk-iDj3FBd0Avr_dLbrU8VG73O )
2016-10-26 16:19:06 +00:00
- [Reinforcement Learning - UCL ](https://www.youtube.com/playlist?list=PLacBNHqv7n9gp9cBMrA6oDbzz_8JqhSKo )
2016-11-22 17:27:09 +00:00
- [Regularization Methods for Machine Learning 2016 ](http://academictorrents.com/details/493251615310f9b6ae1f483126292378137074cd ) ([YouTube](https://www.youtube.com/playlist?list=PLbF0BXX_6CPJ20Gf_KbLFnPWjFTvvRwCO))
2016-12-10 18:25:23 +00:00
- [Statistical Inference in Big Data - University of Toronto ](http://fields2015bigdata2inference.weebly.com/materials.html )
- [10-725 Optimization Fall 2012 - CMU ](http://www.cs.cmu.edu/~ggordon/10725-F12/schedule.html )
- [10-801 Advanced Optimization and Randomized Methods - CMU ](http://www.cs.cmu.edu/~suvrit/teach/aopt.html ) ([YouTube](https://www.youtube.com/playlist?list=PLjTcdlvIS6cjdA8WVXNIk56X_SjICxt0d))
2016-12-10 19:05:28 +00:00
- [Reinforcement Learning 2015/16- University of Edinburgh ](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/rl.htm )
2019-05-26 09:35:58 +00:00
- [Reinforcement Learning - IIT Madras ](https://nptel.ac.in/courses/106106143/ )
2016-12-11 19:59:26 +00:00
- [Statistical Rethinking Winter 2015 - Richard McElreath ](https://www.youtube.com/playlist?list=PLDcUM9US4XdMdZOhJWJJD4mDBMnbTWw_z )
- [Music Information Retrieval - University of Victoria, 2014 ](http://marsyas.cs.uvic.ca/mirBook/course/ )
2017-02-12 12:17:21 +00:00
- [PURDUE Machine Learning Summer School 2011 ](https://www.youtube.com/playlist?list=PL2A65507F7D725EFB )
2018-07-13 17:14:25 +00:00
- [Foundations of Machine Learning - Blmmoberg Edu ](https://bloomberg.github.io/foml/#home )
2018-12-09 17:47:58 +00:00
- [Introduction to reinforcement learning - UCL ](https://www.youtube.com/playlist?list=PLqYmG7hTraZDM-OYHWgPebj2MfCFzFObQ )
- [Advanced Deep Learning & Reinforcement Learning - UCL ](https://www.youtube.com/playlist?list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs )
2020-03-28 10:30:00 +00:00
- [Web Information Retrieval (Proff. L. Becchetti - A. Vitaletti) ](https://www.youtube.com/playlist?list=PLAQopGWlIcya-9yzQ8c8UtPOuCv0mFZkr )
2020-05-23 10:42:21 +00:00
- [Big Data Systems (WT 2019/20) - Prof. Dr. Tilmann Rabl - HPI ](https://www.tele-task.de/series/1286/ )
- [Distributed Data Analytics (WT 2017/18) - Dr. Thorsten Papenbrock - HPI ](https://www.tele-task.de/series/1179/ )
2019-05-26 09:35:58 +00:00
2016-10-21 20:16:36 +00:00
2016-10-23 10:56:59 +00:00
------------------------------
2016-12-02 20:44:39 +00:00
2016-10-23 10:56:59 +00:00
### Computer Networks
2020-09-06 09:00:24 +00:00
- [14-740 - Fundamentals of Computer Networks - CMU ](http://www.ini740.com/ )
2019-05-28 13:14:33 +00:00
- [CS 144 Introduction to Computer Networking - Stanford University, Fall 2013 ](http://www.scs.stanford.edu/10au-cs144/ ) ([Lecture videos](https://www.youtube.com/playlist?list=PLvFG2xYBrYAQCyz4Wx3NPoYJOFjvU7g2Z))
2019-05-31 08:51:03 +00:00
- [Computer Communication Networks, Rensselaer Polytechnic Institute - Fall 2001 ](https://www.ecse.rpi.edu/Homepages/koushik/shivkuma-teaching/video_index.html ) ([Videos](https://www.ecse.rpi.edu/Homepages/koushik/shivkuma-teaching/video_index.html#ccn_video)) ([Slides](https://www.ecse.rpi.edu/Homepages/koushik/shivkuma-teaching/video_index.html#ccn_foils))
2016-11-18 05:43:23 +00:00
- [Audio/Video Recordings and Podcasts of Professor Raj Jain's Lectures - Washington University in St. Louis ](http://www.cse.wustl.edu/~jain/videos.htm ) ([YouTube](https://www.youtube.com/user/ProfRajJain/playlists))
2017-02-05 08:07:09 +00:00
- [Computer Networks, Tanenbaum, Wetherall Computer Networks 5e - Video Lectures ](http://media.pearsoncmg.com/ph/streaming/esm/tanenbaum5e_videonotes/tanenbaum_videoNotes.html )
2019-05-31 08:51:03 +00:00
- [CSEP 561 - PMP Network Systems, Fall 2013 - University of Washington ](https://courses.cs.washington.edu/courses/csep561/13au/ ) ([Videos](https://courses.cs.washington.edu/courses/csep561/13au/video/))
- [CSEP 561 – Network Systems, Autumn 2008 - University of Washington ](https://courses.cs.washington.edu/courses/csep561/08au/ ) ([Videos](https://courses.cs.washington.edu/courses/csep561/08au/lectures/))
2019-05-26 09:35:58 +00:00
- [Computer Networks - IIT Kharagpur ](https://nptel.ac.in/courses/106105081/ )
2016-10-26 16:19:06 +00:00
- [Introduction to Data Communications 2013, Steven Gordon - Thammasat University, Thailand ](https://www.youtube.com/playlist?list=PLvifRcqOOwF8u4iC7hFTMVC_WD6SEpnkx )
2016-12-03 17:54:27 +00:00
- [Introduction to Complex Networks - RIT ](https://www.youtube.com/playlist?list=PLE9AAD550EA21F3DC )
- [Structural Analysis and Visualization of Networks ](http://www.leonidzhukov.net/hse/2015/networks/ )
2019-05-26 09:35:58 +00:00
- [Data Communication - IIT Kharagpur ](https://nptel.ac.in/courses/106105082/ )
- [Error Correcting Codes - IISC Bangalore ](https://nptel.ac.in/courses/117108044/ )
- [Information Theory and Coding - IIT Bombay ](https://nptel.ac.in/courses/117101053/ )
- [Complex Network : Theory and Application - IIT Kharagpur ](https://nptel.ac.in/courses/106105154/ )
- [Advanced 3G and 4G Wireless Mobile Communications - IIT Kanpur ](https://nptel.ac.in/courses/117104099/ )
- [Broadband Networks: Concepts and Technology - IIT Bombay ](https://nptel.ac.in/courses/117101050/ )
- [Coding Theory - IIT Madras ](https://nptel.ac.in/courses/117106031/ )
- [Digital Communication - IIT Bombay ](https://nptel.ac.in/courses/117101051/ )
- [Digital Voice & Picture Communication - IIT Kharagpur ](https://nptel.ac.in/courses/117105081/ )
- [Wireless Ad Hoc and Sensor Networks - IIT Kharagpur ](https://nptel.ac.in/courses/106105160/ )
2020-05-23 10:42:21 +00:00
- [Internetworking with TCP/IP by Prof. Dr. Christoph Meinel - HPI ](https://www.youtube.com/playlist?list=PLoOmvuyo5UAfY5VrkObHTckZHwPsS1VCA )
2020-10-23 09:58:58 +00:00
- [CS798: Mathematical Foundations of Computer Networking - University of Waterloo ](https://www.youtube.com/playlist?list=PLFB088DB91845CA34 )
2016-10-23 11:45:45 +00:00
2016-10-21 20:16:36 +00:00
2016-10-26 16:19:06 +00:00
-------------------------
2016-10-22 06:15:56 +00:00
### Math for Computer Scientist
2017-04-15 18:09:20 +00:00
- [List of Science & Math courses with video lectures ](https://github.com/Developer-Y/math-science-video-lectures )
- **Calculus**
- [18.01 Single Variable Calculus, Fall 2006 - MIT OCW ](https://ocw.mit.edu/courses/mathematics/18-01-single-variable-calculus-fall-2006/ )
- [18.02 Multivariable Calculus, Fall 2007 - MIT OCW ](https://ocw.mit.edu/courses/mathematics/18-02-multivariable-calculus-fall-2007/ )
- [18.03 Differential Equations, Spring 2010 - MIT OCW ](https://ocw.mit.edu/courses/mathematics/18-03-differential-equations-spring-2010/ )
- [Highlights of Calculus - Gilbert Strang, MIT OCW ](https://ocw.mit.edu/resources/res-18-005-highlights-of-calculus-spring-2010/ )
2016-12-19 18:00:01 +00:00
- **Discrete Math**
2016-12-11 19:59:26 +00:00
- [6.042J - Mathematics for Computer Science, Fall 2010, MIT OCW ](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-042j-mathematics-for-computer-science-fall-2010/video-lectures/ ) ([Spring 15](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-042j-mathematics-for-computer-science-spring-2015/index.htm))
- [Computer Science 70, 001 - Spring 2015 ](https://www.youtube.com/playlist?list=-XXv-cvA_iD8wQm8U0gG_Z1uHjImKXFy )
- [CSE 547 Discrete Mathematics, Prof Skiena, University of Stony Brook ](http://www3.cs.stonybrook.edu/~algorith/math-video/ )
- [Discrete Structures (Summer 2011) - Rutgers, The State University of New Jersey ](https://itunes.apple.com/us/course/discrete-structures-summer/id698728837 )
- [Discrete Mathematics and Mathematical Reasoning 2015/16 - University of Edinburgh ](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/dmmr.htm )
2019-05-26 09:35:58 +00:00
- [Discrete Mathematical Structures - IIT Madras ](https://nptel.ac.in/courses/106106094/ )
2016-12-11 19:59:26 +00:00
- [Discrete Structures - Pepperdine University ](https://itunes.apple.com/us/course/discrete-structures/id546468789 )
2016-12-19 18:00:01 +00:00
- **Probability & Statistics**
2016-12-11 19:59:26 +00:00
- [6.041 Probabilistic Systems Analysis and Applied Probability - MIT OCW ](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-041sc-probabilistic-systems-analysis-and-applied-probability-fall-2013/ )
- [Statistics 110 - Probability - Harvard University ](https://www.youtube.com/playlist?list=PL2SOU6wwxB0uwwH80KTQ6ht66KWxbzTIo )
2020-02-22 05:34:20 +00:00
- [STAT 2.1x: Descriptive Statistics | UC Berkeley ](https://www.youtube.com/playlist?list=PL_Ig1a5kxu56TfFnGlRlH2YpOBWGiYsQD )
- [STAT 2.2x: Probability | UC Berkeley ](https://www.youtube.com/playlist?list=PL_Ig1a5kxu57qPZnHm-ie-D7vs9g7U-Cl )
2016-12-11 19:59:26 +00:00
- [MOOC - Statistics: Making Sense of Data, Coursera ](http://academictorrents.com/details/a0cbaf3e03e0893085b6fbdc97cb6220896dddf2 )
2017-02-11 16:48:12 +00:00
- [MOOC - Statistics One - Coursera ](https://www.youtube.com/playlist?list=PLycnP7USbo1V3jlyjAzWUB201cLxPq4NP )
2019-05-26 09:35:58 +00:00
- [Probability and Random Processes - IIT Kharagpur ](https://nptel.ac.in/courses/117105085/ )
2016-12-11 19:59:26 +00:00
- [MOOC - Statistical Inference - Coursera ](https://www.youtube.com/playlist?list=PLgIPpm6tJZoSvrYM54BUqJJ4CWrYeGO40 )
- [131B - Introduction to Probability and Statistics, UCI ](https://www.youtube.com/playlist?list=PLqOZ6FD_RQ7k-j-86QUC2_0nEu0QOP-Wy )
- [STATS 250 - Introduction to Statistics and Data Analysis, UMichigan ](https://www.youtube.com/playlist?list=PL432AB57AF9F43D4F )
2020-04-26 09:50:11 +00:00
- [Sets, Counting and Probability - Harvard ](http://matterhorn.dce.harvard.edu/engage/ui/index.html#/1999/01/82347 )
- [Opinionated Lessons in Statistics ](http://www.opinionatedlessons.org/ ) ([Youtube](https://www.youtube.com/playlist?list=PLUAHeOPjkJseXJKbuk9-hlOfZU9Wd6pS0))
2020-04-29 16:45:10 +00:00
- [Statistics - Brandon Foltz ](https://www.youtube.com/user/BCFoltz/playlists )
2020-05-07 17:47:26 +00:00
- [Statistical Rethinking: A Bayesian Course Using R and Stan ](https://github.com/rmcelreath/statrethinking_winter2019 ) ([Lectures - Aalto University](https://aalto.cloud.panopto.eu/Panopto/Pages/Sessions/List.aspx#folderID=%22f0ec3a25-9e23-4935-873b-a9f401646812%22)) ([Book](http://www.stat.columbia.edu/~gelman/book/))
2020-05-25 11:21:49 +00:00
- [02402 Introduction to Statistics E12 - Technical University of Denmark ](https://www.youtube.com/playlist?list=PLMn2aW3wpAtPC8tZHQy6nwWsFG7P6sPqw ) ([F17](https://www.youtube.com/playlist?list=PLgowegO9Se58_BnUNnaARajEE_bX-GJEz))
2016-12-19 18:00:01 +00:00
- **Linear Algebra**
2016-12-11 19:59:26 +00:00
- [18.06 - Linear Algebra, Prof. Gilbert Strang, MIT OCW ](https://ocw.mit.edu/courses/mathematics/18-06sc-linear-algebra-fall-2011/ )
2020-07-15 20:08:18 +00:00
- [18.065 Matrix Methods in Data Analysis, Signal Processing, and Machine Learning - MIT OCW ](https://ocw.mit.edu/courses/mathematics/18-065-matrix-methods-in-data-analysis-signal-processing-and-machine-learning-spring-2018/video-lectures/ )
2017-01-07 18:02:55 +00:00
- [Linear Algebra (Princeton University) ](https://www.youtube.com/playlist?list=PLGqzsq0erqU7w7ZrTZ-pWWk4-AOkiGEGp )
2017-01-14 09:03:53 +00:00
- [MOOC: Coding the Matrix: Linear Algebra through Computer Science Applications - Coursera ](http://academictorrents.com/details/54cd86f3038dfd446b037891406ba4e0b1200d5a )
- [CS 053 - Coding the Matrix - Brown University ](http://cs.brown.edu/courses/cs053/current/lectures.htm ) ([Fall 14 videos](https://cs.brown.edu/video/channels/coding-matrix-fall-2014/))
2016-12-11 19:59:26 +00:00
- [Linear Algebra Review - CMU ](http://www.cs.cmu.edu/~zkolter/course/linalg/outline.html )
- [A first course in Linear Algebra - N J Wildberger - UNSW ](https://www.youtube.com/playlist?list=PL44B6B54CBF6A72DF )
- [INTRODUCTION TO MATRIX ALGEBRA ](http://ma.mathforcollege.com/youtube/index.html )
2020-03-02 07:08:16 +00:00
- [Computational Linear Algebra - fast.ai ](https://www.youtube.com/playlist?list=PLtmWHNX-gukIc92m1K0P6bIOnZb-mg0hY ) ([Github](https://github.com/fastai/numerical-linear-algebra))
2016-10-24 05:23:13 +00:00
- [10-600 Math Background for ML - CMU ](https://www.youtube.com/playlist?list=PL7y-1rk2cCsA339crwXMWUaBRuLBvPBCg )
2019-05-18 12:54:04 +00:00
- [MIT 18.065 Matrix Methods in Data Analysis, Signal Processing, and Machine Learning ](https://ocw.mit.edu/courses/mathematics/18-065-matrix-methods-in-data-analysis-signal-processing-and-machine-learning-spring-2018/video-lectures/ )
2016-11-25 17:25:35 +00:00
- [36-705 - Intermediate Statistics - Larry Wasserman, CMU ](http://www.stat.cmu.edu/~larry/=stat705/ ) ([YouTube](https://www.youtube.com/playlist?list=PLcW8xNfZoh7eI7KSWneVWq-7wr8ffRtHF))
2019-05-26 09:35:58 +00:00
- [Combinatorics - IISC Bangalore ](https://nptel.ac.in/courses/106108051/ )
2020-02-17 16:00:57 +00:00
- [Advanced Engineering Mathematics - Notre Dame ](https://www.youtube.com/playlist?list=PLd-PuDzW85Ae4pzlylMLzq_a-RHPx8ryA )
- [Statistical Computing for Scientists and Engineers - Notre Dame ](https://www.youtube.com/playlist?list=PLd-PuDzW85AeltIRcjDY7Z4q49NEAuMcA )
- [Statistical Computing, Fall 2017 - Notre Dame ](https://www.youtube.com/playlist?list=PLd-PuDzW85AcSgNGnT5TUHt85SrCljT3V )
2020-10-23 20:10:01 +00:00
- [Mathematics for Machine Learning, Lectures by Ulrike von Luxburg - Tübingen Machine Learning ](https://www.youtube.com/playlist?list=PL05umP7R6ij1a6KdEy8PVE9zoCv6SlHRS )
2016-12-11 19:59:26 +00:00
2016-10-23 09:06:08 +00:00
-------------------------
2016-10-26 16:19:06 +00:00
### Web Programming and Internet Technologies
2016-12-02 19:33:01 +00:00
- [Web Design Decal - HTML/CSS/JavaScript Course, University of California, Berkeley ](http://live.wdd.io/ )
2016-10-23 09:06:08 +00:00
- [CS 75 Building Dynamic Websites - Harvard University ](http://cs75.tv/2012/summer/ )
2019-05-26 09:35:58 +00:00
- [Internet Technology - IIT Kharagpur ](https://nptel.ac.in/courses/106105084/ )
- [Introduction to Modern Application Development - IIT Madras ](https://nptel.ac.in/courses/106106156/ )
2016-12-11 19:59:26 +00:00
- [CSE 199 - How the Internet Works, Fall 2016 - University of Buffalo ](https://www.youtube.com/playlist?list=PLk97mPCd8nvbxGGfkYkBXrSEvpTc1xTF8 )
2019-06-12 17:03:14 +00:00
- [Open Sourced Elective: Database and Rails - Intro to Ruby on Rails, University of Texas ](https://www.schneems.com/ut-rails ) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PL7A85FD7803A8CB1F))
2019-05-31 08:51:03 +00:00
- [CSEP545 - Transaction Processing for E-Commerce, Winter 2012 - University of Washington ](https://courses.cs.washington.edu/courses/csep545/12wi/ ) ([Videos](https://courses.cs.washington.edu/courses/csep545/12wi/video/))
2016-10-23 15:44:51 +00:00
- [CT 310 Web Development - Colorado State University ](https://www.cs.colostate.edu/~ct310/yr2016sp/home_progress.php )
2016-10-26 16:19:06 +00:00
- [Internet Technologies and Applications 2012, Steven Gordon - Thammasat University, Thailand ](https://www.youtube.com/playlist?list=PLvifRcqOOwF9cfLMTE-42fiBsWvBsOEkS )
2016-10-29 13:31:26 +00:00
- [CSCI 3110 Advanced Topics in Web Development, Fall 2011 - ETSU iTunes ](https://itunes.apple.com/WebObjects/MZStore.woa/wa/viewPodcast?id=454017618 )
- [CSCI 5710 e-Commerce Implementation, Fall 2015 - ETSU iTunes ](https://itunes.apple.com/us/itunes-u/e-commerce-implementation/id1020427670 )
2016-12-11 19:59:26 +00:00
- [MOOC - Web Development - Udacity ](https://www.youtube.com/playlist?list=PLAwxTw4SYaPlLXUhUNt1wINWrrH9axjcI )
2020-05-23 10:42:21 +00:00
- [Web Technologies Prof. Dr. Christoph Meinel - HPI ](https://open.hpi.de/courses/webtech2015/items/4oqxq6euKfhXgHOMwFBxbn )
2016-10-23 09:06:08 +00:00
---------------------------
2016-10-22 06:15:56 +00:00
### Theoretical CS and Programming Languages
2019-05-24 11:37:29 +00:00
- [MOOC - Compilers - Stanford University ](https://archive.org/details/academictorrents_e31e54905c7b2669c81fe164de2859be4697013a )
2016-10-22 06:15:56 +00:00
- [CS 164 Hack your language, UC Berkeley ](https://sites.google.com/a/bodik.org/cs164/home ) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PL3A16CFC42CA6EF4F))
2020-02-22 08:08:30 +00:00
- [Theory of computation - Shai Simonson ](http://www.aduni.org/courses/theory/index.php?view=cw )
2016-10-22 06:15:56 +00:00
- [CS 173 Programming Languages, Brown University ](http://cs.brown.edu/courses/cs173/2012/Videos/ ) ([Book](http://cs.brown.edu/courses/cs173/2012/book/))
2019-05-31 08:51:03 +00:00
- [CS 421 - Programming Languages and Compilers, UIUC ](https://courses.engr.illinois.edu/cs421/fa2014/ )
2016-10-22 06:15:56 +00:00
- [CSC 253 - CPython internals: A ten-hour codewalk through the Python interpreter source code, University of Rochester ](http://pgbovine.net/cpython-internals.htm )
2016-12-11 19:59:26 +00:00
- [CSE341 - Programming Languages, Dan Grossman, Spring 2013 - University of Washington ](https://courses.cs.washington.edu/courses/cse341/13sp/ )
2019-05-31 08:51:03 +00:00
- [CSEP 501 - Compiler Construction, University of Washington ](https://courses.cs.washington.edu/courses/csep501/09au/lectures/video.html ) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLTPQEx-31JXhfAWGnGzwbfhB2zUB7Jd4C))
- [CSEP 505 Programming Languages, Winter 2015 - University of Washington ](https://courses.cs.washington.edu/courses/csep505/15wi/video/ )
2016-11-22 05:28:55 +00:00
- [DMFP - Discrete Mathematics and Functional Programming, Wheaton College ](http://cs.wheaton.edu/~tvandrun/dmfp/ )
2020-02-27 18:55:33 +00:00
- [CS 374 - Algorithms & Models of Computation (Fall 2014), UIUC ](https://courses.engr.illinois.edu/cs498374/fa2014/lectures.html ) ([Lecture videos](https://www.youtube.com/playlist?list=PL0v718LJg-7_4Zwx3CE7kZ398mhlB2TqF473))
2016-10-22 06:15:56 +00:00
- [6.045 Automata, Computability, and Complexity, MIT ](https://stellar.mit.edu/S/course/6/sp15/6.045/materials.html ) ([Lecture Videos](http://stellar.mit.edu/S/course/6/sp15/6.045/special/videos/index.html))
2016-12-11 19:59:26 +00:00
- [MOOC - Automata - Jeffrey Ullman - Coursera ](https://www.youtube.com/playlist?list=PL82C4B8475CAC3F95 )
2016-10-25 03:53:18 +00:00
- [CS581 Theory of Computation - Portland State University ](http://web.cecs.pdx.edu/~harry/videos/ ) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLbtzT1TYeoMjNOGEiaRmm_vMIwUAidnQz))
2016-10-26 16:19:06 +00:00
- [Theory of Computation - Fall 2011 UC Davis ](https://www.youtube.com/playlist?list=PLslgisHe5tBM8UTCt1f66oMkpmjCblzkt )
2016-11-20 22:23:43 +00:00
- [TDA555 Introduction to Functional Programming - Chalmers University of Technology ](http://www.cse.chalmers.se/edu/course/TDA555/index.html ) ([Lectures - YouTube](https://www.youtube.com/playlist?list=PLIQ9jYeUxhgqEnjey91yRTITaXqZQy3Ta))
- [Philip Wadler Haskell lecture recordings ](https://www.youtube.com/playlist?list=PLtRG9GLtNcHBv4cuh2w1cz5VsgY6adoc3 )
- [Functional Programming - University of Edinburgh - 2016-17 ](http://www.inf.ed.ac.uk/teaching/courses/inf1/fp/ )
2016-12-25 16:55:02 +00:00
- [MOOC - Functional Programming Principles in Scala by Martin Odersky ](https://www.youtube.com/user/afigfigueira/playlists?sort=dd&view=50&shelf_id=9 )
2016-12-11 19:59:26 +00:00
- [CS294 - Program Synthesis for Everyone ](https://people.eecs.berkeley.edu/~bodik/cs294fa12 )
- [MOOC - Principles of Reactive Programming, Scala - Coursera ](https://www.youtube.com/playlist?list=PLMhMDErmC1TdBMxd3KnRfYiBV2ELvLyxN )
2016-11-22 22:31:37 +00:00
- [Category Theory for Programmers, 2014 - Bartosz Milewski ](https://bartoszmilewski.com/2014/10/28/category-theory-for-programmers-the-preface/ ) ([YouTube](https://www.youtube.com/playlist?list=PLbgaMIhjbmEnaH_LTkxLI7FMa2HsnawM_))
2016-11-26 16:28:59 +00:00
- Oregon Programming Languages Summer School (Proof theory, type theory, category theory, verification)
- [2012 Lectures ](https://www.cs.uoregon.edu/research/summerschool/summer12/curriculum.html )
- [2013 Lectures ](https://www.cs.uoregon.edu/research/summerschool/summer13/curriculum.html )
- [2014 Lectures ](https://www.cs.uoregon.edu/research/summerschool/summer14/curriculum.html )
- [2015 Lectures ](https://www.cs.uoregon.edu/research/summerschool/summer15/curriculum.html )
- [2016 Lectures ](https://www.cs.uoregon.edu/research/summerschool/summer16/curriculum.php )
2016-12-11 19:59:26 +00:00
- [Inf1 - Computation and Logic 2015 - University of Edinburgh ](http://www.inf.ed.ac.uk/teaching/courses/inf1/cl/ )
- [INFORMATICS 1 - FUNCTIONAL PROGRAMMING - University of Edinburgh ](http://www.inf.ed.ac.uk/teaching/courses/inf1/fp/ ) ([Videos](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/inf1fp.htm))
2019-05-26 09:35:58 +00:00
- [Compiler Design - IISC Bangalore ](https://nptel.ac.in/courses/106108052/ )
- [Compiler Design - IIT Kanpur ](https://nptel.ac.in/courses/106104123/ )
- [Principles of Programming Languages - IIT Delhi ](https://nptel.ac.in/courses/106102067/ )
- [Principles of Compiler Design - IISC Bangalore ](https://nptel.ac.in/courses/106108113/ )
- [Functional Programming in Haskell - IIT Madras ](https://nptel.ac.in/courses/106106137/ )
- [Theory of Computation - IIT Kanpur ](https://nptel.ac.in/courses/106104148/ )
- [Theory of Automata, Formal Languages and Computation - IIT Madras ](https://nptel.ac.in/courses/106106049/ )
- [Theory of Computation - IIT Kanpur ](https://nptel.ac.in/courses/106104028/ )
- [Logic for CS - IIT Delhi ](https://nptel.ac.in/courses/106102013/ )
2016-12-31 20:25:41 +00:00
- [Principles of Compiler Design - Swarthmore College ](https://www.cs.swarthmore.edu/~jpolitz/cs75/s16/index.html )
2020-05-02 11:17:28 +00:00
- [Undergrad Complexity Theory at CMU ](https://www.youtube.com/playlist?list=PLm3J0oaFux3YL5vLXpzOyJiLtqLp6dCW2 )
- [Graduate Complexity Theory at CMU ](https://www.youtube.com/playlist?list=PLm3J0oaFux3b8Gg1DdaJOzYNsaXYLAOKH )
- [Great Ideas in Theoretical Computer Science at CMU ](https://www.youtube.com/playlist?list=PLm3J0oaFux3aafQm568blS9blxtA_EWQv )
- [Analysis of Boolean Functions at CMU ](https://www.youtube.com/playlist?list=PLm3J0oaFux3YypJNaF6sRAf2zC1QzMuTA )
2020-05-11 14:27:05 +00:00
- [Theoretical Computer Science (Bridging Course)(Tutorial) - SS 2015 ](http://ais.informatik.uni-freiburg.de/teaching/ss15/bridging/ )
2016-10-22 06:15:56 +00:00
2016-10-22 06:25:18 +00:00
-------------------------------
2017-08-02 17:38:13 +00:00
### Embedded Systems
- [EE319K Embedded Systems - UT Austin ](http://users.ece.utexas.edu/~valvano/Volume1/E-Book/VideoLinks.htm )
- [EE445L Embedded Systems Design Lab, Fall 2015, UTexas ](https://www.youtube.com/playlist?list=PLyg2vmIzGxXGBxFu8nvX3KBadSdsNAvbA )
- [CS149 Embedded Systems - Fall 2014 - UCBerkeley ](https://www.youtube.com/playlist?list=PL-XXv-cvA_iDq3FCoYLeUL-X-NUlT405n )
- [ECE 4760 Designing with Microcontrollers Fall 2016, Cornell University ](http://people.ece.cornell.edu/land/courses/ece4760/ ) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLKcjQ_UFkrd4I5WOIxHEYZ7iY04lj15Ez))
- [ECE 5760 - Advanced Microcontroller Design and system-on-chip, Spring 2016 - Cornell University ](http://people.ece.cornell.edu/land/courses/ece5760/ )
- [CSE 438/598 Embedded Systems Programming ASU ](http://rts.lab.asu.edu/web_438_Fall_2014/CSE438_Fall2014_Main_page.htm )
- [Summer Short Course on Embedded Systems Programming ](http://rts.lab.asu.edu/web_ESP_Summer2014/ESP_Main_page.htm )
- [Internet of Things by Prof. Dr.-Ing. Dietmar P. F. Möller ](https://video.tu-clausthal.de/vorlesung/408.html )
- [CSE 351 - The Hardware/Software Interface, Spring 16 - University of Washington ](https://courses.cs.washington.edu/courses/cse351/16sp/videos.html ) ([Coursera](http://academictorrents.com/details/f1384286c8581bffba11e378fdb37608e649d82a))
- [ECE 5030 - Electronic Bioinstrumentation, Spring 2014 - Cornell University ](http://people.ece.cornell.edu/land/courses/ece5030/ )
- [ECE/CS 5780/6780 - Embedded Systems Design, Spring 14 - University of Utah ](https://www.youtube.com/playlist?list=PLQefpK95HyFmao3zi-WDOMkeSev-Je5dE )
- [Embedded Systems Class - Version 1 - 2011 - UNCC ](https://www.youtube.com/playlist?list=PLE4462C1C306E2EB2 )
- [Embedded Systems using the Renesas RX63N Processor - Version 3 - UNCC ](https://www.youtube.com/playlist?list=PLPIqCiMhcdO5gxLJWt_hY5CPMzqg75IU5 )
- [ELEC2142 - Embedded Systems Design - UNSW ](http://eemedia.ee.unsw.edu.au/ELEC2142/index.htm )
2019-10-14 08:21:00 +00:00
- [Software Engineering for Embedded Systems (WS 2011/12) - HPI Univesrity of Potsdam ](https://www.tele-task.de/series/864/ )
2019-05-26 09:35:58 +00:00
- [Embedded Software Testing - IIT Madras ](https://nptel.ac.in/courses/117106112/ )
- [Embedded Systems - IIT Delhi ](https://nptel.ac.in/courses/108102045/ )
- [Embedded Systems Design - IIT Kharagpur ](https://nptel.ac.in/courses/106105159/ )
- [ARM Based Development - IIT Madras ](https://nptel.ac.in/courses/117106111/ )
2019-10-14 08:21:00 +00:00
- [Software Engineering for Self Adaptive Systems - iTunes - HPI Univesrity of Potsdam ](https://itunes.apple.com/us/itunes-u/software-engineering-for-self/id993578475 )
2017-08-02 17:38:13 +00:00
- [EE260 Embedded Systems by Robert Paz ](https://www.youtube.com/playlist?list=PLnvE9iJk1wvib_pdUPdQGYZrkrmg9mf__ )
- [IoT Summer School ](https://www.youtube.com/playlist?list=PLHih6DnKQaoYQ5PIT3Tp-UrqUguDYWYQu )
2018-07-07 13:34:51 +00:00
- [ECSE 421 - Embedded Systems - McGill ](http://www.cim.mcgill.ca/~jer/courses/es/ )
- [EE402 - Object-oriented Programming with Embedded Systems ](http://ee402.eeng.dcu.ie/lecture-videos )
2020-02-17 16:47:22 +00:00
- [NOC:Advanced IOT Applications - IISc Bangalore ](https://nptel.ac.in/courses/108/108/108108123/ )
- [NOC:Design for internet of things - IISc Bangalore ](https://nptel.ac.in/courses/108/108/108108098/ )
2017-08-02 17:38:13 +00:00
-------------------------------
2016-10-22 06:25:18 +00:00
### Computer Organization and Architecture
2016-12-19 18:00:01 +00:00
- **Computer Organization**
2016-12-11 19:59:26 +00:00
- [How Computers Work - Aduni ](http://aduni.org/courses/hcw/index.php?view=cw )
2019-02-05 20:08:26 +00:00
- [CS 61C - Machine Structures, UC Berkeley ](http://www-inst.eecs.berkeley.edu/~cs61c/sp15/ ) ([Lectures - InfoCoBuild](http://www.infocobuild.com/education/audio-video-courses/computer-science/cs61c-spring2015-berkeley.html))
2016-12-11 19:59:26 +00:00
- [6.004 - Computation Structures Spring 2013, MIT ](https://www.youtube.com/playlist?list=PLrRW1w6CGAcXbMtDFj205vALOGmiRc82- )
- [CS/ECE 3810 Computer Organization, Fall 2015, , University of Utah ](http://www.cs.utah.edu/~rajeev/cs3810/ ) ([YouTube](https://www.youtube.com/playlist?list=PLm7BxCUdWqZzjZ-jRe73KUfj2GsSS2FPy))
2019-05-26 09:35:58 +00:00
- [Digital Computer Organization - IIT Kharagpur ](https://nptel.ac.in/courses/117105078/ )
- [Computer Organization - IIT Madras ](https://nptel.ac.in/courses/106106092/ )
2016-12-11 19:59:26 +00:00
- [CS-224 - Computer Organization, 2009-2010 Spring, Bilkent University ](http://video.bilkent.edu.tr/course_videos.php?courseid=16 ) ([YouTube playlist](https://www.youtube.com/playlist?list=PLhwVAYxlh5dvB1MkZrcRZy6x_a2yORNAu))
- [INFORMATICS 2C - INTRODUCTION TO COMPUTER SYSTEMS (AUTUMN 2016) - University of Edinburgh ](http://groups.inf.ed.ac.uk/vision/VIDEO/2014/inf2c-cs.htm )
2016-12-19 18:00:01 +00:00
- **Computer Architecture**
2016-12-11 19:59:26 +00:00
- [18-447 - Introduction to Computer Architecture, CMU ](http://www.ece.cmu.edu/~ece447/s14/doku.php?id=schedule ) ([Lectures - YouTube - Fall 15](https://www.youtube.com/playlist?list=PL5PHm2jkkXmgVhh8CHAu9N76TShJqfYDt))
- [CS 152 Computer Architecture and Engineering, UC Berkeley ](https://www.youtube.com/playlist?list=PLkFD6_40KJIwEiwQx1dACXwh-2Fuo32qr )
2019-05-31 08:51:03 +00:00
- [CSEP 548 - Computer Architecture Autumn 2012 - University of Washington ](https://courses.cs.washington.edu/courses/csep548/12au/video/index.html )
2016-12-11 19:59:26 +00:00
- [CS/ECE 6810 Computer Architecture, Spring 2016, University of Utah ](http://www.cs.utah.edu/~rajeev/cs6810/ ) ([YouTube](https://www.youtube.com/playlist?list=PL8EC1756A7B1764F6))
- [MOOC - Computer Architecture, David Wentzlaff - Princeton University/Coursera ](http://academictorrents.com/details/53bae6d22f3b6e692673f9335e0a0198c1618426 )
2019-11-27 18:45:02 +00:00
- [Computer Architecture - ETH Zürich - Fall 2019 ](https://safari.ethz.ch/architecture/fall2019/doku.php?id=schedule )
2018-02-13 18:08:47 +00:00
- [Digital Circuits and Computer Architecture - ETH Zurich - Spring 2017 ](https://www.youtube.com/playlist?list=PL5Q2soXY2Zi-IXWTT7xoNYpst5-zdZQ6y )
2019-05-26 09:35:58 +00:00
- [Computer Architecture - IIT Delhi ](https://nptel.ac.in/courses/106102062/ )
- [Computer Architecture - IIT Kanpur ](https://nptel.ac.in/courses/106104122/ )
- [Computer Architecture - IIT Madras ](https://nptel.ac.in/courses/106106134/ )
- [High Performance Computer Architecture - IIT Kharagpur ](https://nptel.ac.in/courses/106105033/ )
2016-12-19 18:00:01 +00:00
- **Parallel Computer Architecture**
2016-12-11 19:59:26 +00:00
- [15-418 - Parallel Computer Architecture and Programming, CMU ](http://15418.courses.cs.cmu.edu/spring2015/ ) ([Lecture Videos](https://scs.hosted.panopto.com/Panopto/Pages/Sessions/List.aspx#folderID=%22a5862643-2416-49ef-b46b-13465d1b6df0%22))
- [CS 267 Applications of Parallel Computers, Spring 16 - UC Berkeley ](https://people.eecs.berkeley.edu/~demmel/cs267_Spr16/ ) ([YouTube](https://www.youtube.com/playlist?list=PLkFD6_40KJIzSfxr35ZT59-LZcibZmfp2))
- [MOOC - Heterogeneous Parallel Programming - Coursera ](http://academictorrents.com/details/8903d0871c652b96c7b29db738cea76902d65888 )
- [ECE 498AL - Programming Massively Parallel Processors ](https://nanohub.org/resources/7225 )
2019-05-26 09:35:58 +00:00
- [Parallel Computing - IIT Delhi ](https://nptel.ac.in/courses/106102114/ )
2016-12-11 19:59:26 +00:00
- [Parallel Architectures 2012/13- University of Edinburgh ](http://groups.inf.ed.ac.uk/vision/VIDEO/2012/pa.htm )
2017-01-08 19:40:32 +00:00
- **Digital Systems Design**
- [ELEC2141 Digital Circuit Design, UNSW ](https://www.youtube.com/playlist?list=PLB52B8F4E464CEEF7 )
2019-05-26 09:35:58 +00:00
- [Digital Systems Design - IIT Kharagpur ](https://nptel.ac.in/courses/117105080/ )
- [Digital Design Course - 2015 - UNCC ](https://www.youtube.com/playlist?list=PLPIqCiMhcdO7bBmieyG5u41x2Ogcn67Bs )
2016-12-11 19:59:26 +00:00
- [CS1 - Higher Computing - Richard Buckland UNSW ](https://www.youtube.com/playlist?list=PL6B940F08B9773B9F )
2019-06-12 17:03:14 +00:00
- [MOOC - From NAND to TetrisBuilding a Modern Computer From First Principles ](https://www.nand2tetris.org/ ) ([YouTube](https://www.youtube.com/playlist?list=PLNMIACtpT9BfztU0P92qlw8Gd4vxvvfT1))
2016-12-03 17:54:27 +00:00
- [System Validation, TU Delft ](https://ocw.tudelft.nl/courses/system-validation/ )
2019-05-26 09:35:58 +00:00
- [High Performance Computing - IISC Bangalore ](https://nptel.ac.in/courses/106108055/ )
2016-12-15 20:05:20 +00:00
- [Introduction to ARM - Open SecurityTraining ](https://www.youtube.com/playlist?list=PLUFkSN0XLZ-n91t_AX5zO007Giz1INwPd )
- [Intro x86 (32 bit) - Open SecurityTraining ](https://www.youtube.com/playlist?list=PL038BE01D3BAEFDB0 )
- [Intermediate x86 (32 bit) - Open SecurityTraining ](https://www.youtube.com/playlist?list=PL8F8D45D6C1FFD177 )
2019-11-27 18:45:02 +00:00
- [Design of Digital Circuits - ETH Zürich - Spring 2019 ](https://www.youtube.com/playlist?list=PL5Q2soXY2Zi8J58xLKBNFQFHRO3GrXxA9 )
- [Onur Mutlu @ TU Wien 2019 - Memory Systems ](https://www.youtube.com/playlist?list=PL5Q2soXY2Zi_gntM55VoMlKlw7YrXOhbl )
- [Memory Systems Course - Technion, Summer 2018 ](https://www.youtube.com/playlist?list=PL5Q2soXY2Zi-IymxXpH_9vlZCOeA7Yfn9 )
2016-12-11 19:59:26 +00:00
2016-10-22 06:15:56 +00:00
-------
### Security
2019-10-14 08:21:00 +00:00
- [Internet Security (WT 2018/19) - HPI University of Potsdam ](https://www.tele-task.de/series/1227/ )
2016-10-22 06:15:56 +00:00
- [6.858 Computer Systems Security - MIT OCW ](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-858-computer-systems-security-fall-2014/video-lectures/ )
2020-10-23 20:10:01 +00:00
- [CS 161: Computer Security, UC Berkeley ](https://cs161.org/ )
2020-02-27 18:55:33 +00:00
- [6.875 - Cryptography - Spring 2018- MIT ](https://www.youtube.com/playlist?list=PL6ogFv-ieghe8MOIcpD6UDtdK-UMHG8oH )
2019-05-31 08:51:03 +00:00
- [CSEP590A - Practical Aspects of Modern Cryptography, Winter 2011 - University of Washington ](https://courses.cs.washington.edu/courses/csep590a/11wi/ ) ([Videos](https://courses.cs.washington.edu/courses/csep590a/11wi/video/))
2016-12-11 19:59:26 +00:00
- [CS461/ECE422 - Computer Security - University of Illinois at Urbana-Champaign ](https://courses.engr.illinois.edu/cs461/sp2016/ ) ([Videos](https://recordings.engineering.illinois.edu:8443/ess/portal/section/8a560718-345a-417a-b665-6bd375a71ee2))
- [Introduction to Cryptography, Christof Paar - Ruhr University Bochum, Germany ](https://www.youtube.com/playlist?list=PLwJWuZfL_Ga2KJrTf9hOIgAQWkSpn9RNm )
- [ECS235B Foundations of Computer and Information Security - UC Davis ](https://itunes.apple.com/us/itunes-u/computer-science-foundations/id389259109 )
2016-10-22 06:15:56 +00:00
- [CIS 4930/ CIS 5930 - Offensive Computer Security, Florida State University ](http://www.cs.fsu.edu/~redwood/OffensiveComputerSecurity/lectures.html )
2019-05-26 09:35:58 +00:00
- [Introduction to Information Security I - IIT Madras ](https://nptel.ac.in/courses/106106129/ )
- [Information Security - II - IIT Madras ](https://nptel.ac.in/courses/106106141/ )
- [Introduction to Cryptology - IIT Roorkee ](https://nptel.ac.in/courses/106107155/ )
- [Cryptography and Network Security - IIT Kharagpur ](https://nptel.ac.in/courses/106105031/ )
2016-10-22 06:15:56 +00:00
- [18-636 Browser Security, Stanford ](https://courseware.stanford.edu/pg/courses/334553/18636-spring-2013 )
2016-10-29 13:31:26 +00:00
- [Internet Security - Weaknesses and Targets (WT 2015/16) ](https://www.tele-task.de/archive/series/overview/1084/ ) ([WT 2012/13](https://www.tele-task.de/archive/series/overview/921/) ([YouTube](https://www.youtube.com/playlist?list=PLVWVhkyKd-7taP50fB9PeZ2W_EPTOLD8o)))
2016-10-26 16:19:06 +00:00
- [IT Security, Steven Gordon - Thammasat University, Thailand ](https://www.youtube.com/playlist?list=PLvifRcqOOwF9-XSGfm-3uA9DfF7plasCF )
- [Security and Cryptography, Steven Gordon - Thammasat University, Thailand ](https://www.youtube.com/playlist?list=PLvifRcqOOwF-z2sfMb3w0uQzd7PfaLFlU )
2016-12-11 19:59:26 +00:00
- [MOOC - Cryptography - Coursera ](https://www.youtube.com/playlist?list=PL3F2F89F4CD1E1DF4 )
- [MOOC - Intro to Information Security - Udacity ](https://www.youtube.com/playlist?list=PLAwxTw4SYaPkG-z00NybuIyDqT4sRh3ak )
- [ICS 444 - Computer & Network Security ](https://www.youtube.com/playlist?list=PLciCszvvRCTV09wIXJwiPmYF7thHiq4En )
2019-05-26 09:35:58 +00:00
- [Privacy and Security in Online Social Networks - IIT Madras ](https://nptel.ac.in/courses/106106146/ )
2016-12-15 20:05:20 +00:00
- [Malware Dynamic Analysis - Open SecurityTraining ](http://opensecuritytraining.info/MalwareDynamicAnalysis.html ) ([YouTube](https://www.youtube.com/playlist?list=PLUFkSN0XLZ-kqYbGpY4Gt_VATd4ytQg-Z))
2019-10-30 00:24:13 +00:00
- [CSN09112 - Network Security and Cryptography - Bill Buchanan - Edinburgh Napier ](https://asecuritysite.com/csn09112 )
- [CSN10107 - Security Testing and Network Forensics - Bill Buchanan - Edinburgh Napier ](https://asecuritysite.com/csn10107 )
- [CSN11123 - Advanced Cloud and Network Forensics - Bill Buchanan - Edinburgh Napier ](https://asecuritysite.com/csn11123 )
- [CSN11117 - e-Security - Bill Buchanan - Edinburgh Napier ](https://asecuritysite.com/csn11117 )
- [CSN08704 - Telecommunications - Bill Buchanan - Edinburgh Napier ](https://asecuritysite.com/csn08704 )
- [CSN11128 - Incident Response and Malware Analysus - Bill Buchanan - Edinburgh Napier ](https://asecuritysite.com/CSN11128 )
2020-05-23 10:42:21 +00:00
- [Internet Security for Beginners by Dr. Christoph Meinel - HPI ](https://www.youtube.com/playlist?list=PLoOmvuyo5UAdsi-IacgZJQF1MRw0Ee-HH )
2016-10-22 05:41:39 +00:00
-------
### Computer Graphics
2016-10-23 09:06:08 +00:00
2016-12-11 19:59:26 +00:00
- [CS184 - Computer Graphics, Fall 2012 - UC Berkeley ](http://inst.eecs.berkeley.edu/~cs184/fa12/onlinelectures.html )
- [ECS 175 - Computer Graphics, Fall 2009 - UC Davis ](https://itunes.apple.com/us/itunes-u/computer-graphics-fall-2009/id457893733?mt=10 )
2020-02-27 18:55:33 +00:00
- [6.837 - Computer Graphics - Spring 2017 - MIT ](https://www.youtube.com/playlist?list=PLkHIj5SCfn3_PCotoqTetMpJc_jkpkgLt )
- [6.838 - Shape Analysis - Spring 2017- MIT ](https://www.youtube.com/playlist?list=PLkHIj5SCfn3-FeWqD3xeOZWP2kQYY654o )
2019-05-26 09:35:58 +00:00
- [Introduction to Computer Graphics - IIT Delhi ](https://nptel.ac.in/courses/106102065/ )
- [Computer Graphics - IIT Madras ](https://nptel.ac.in/courses/106106090/ )
2016-12-01 18:51:03 +00:00
- [Computer Graphics 2012, Wolfgang Huerst, Utrecht University ](https://www.youtube.com/playlist?list=PLDFA8FCF0017504DE )
2016-10-22 05:41:39 +00:00
- [CS 5630/6630 - Visualization, Fall 2016, University of Utah ](http://dataviscourse.net/2016/index.html ) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLbuogVdPnkCpQY3miQpTJtnHgCLze2lr0))
2016-10-26 16:19:06 +00:00
- [Advanced Visualization UC Davis ](https://www.youtube.com/playlist?list=PLslgisHe5tBNnySlj9TlL-n-4jNEK-xgi )
2016-12-11 19:59:26 +00:00
- [CSCI E-234 - Introduction to Computer Graphics and GPU Programming, Harvard Extension School ](https://itunes.apple.com/us/itunes-u/csci-e-234-introduction-to/id429428034?mt=10 )
2016-12-01 18:51:03 +00:00
- [Computer Graphics Fall 2011, Barbara Hecker ](https://www.youtube.com/playlist?list=PL9C949E9F19381E61 )
2016-10-26 16:19:06 +00:00
- [Introduction to Graphics Architecture ](https://www.youtube.com/playlist?list=PL4A8BA1C3B38CFCA0 )
2016-12-01 18:51:03 +00:00
- [Ray Tracing for Global Illumination, UCDavis ](https://www.youtube.com/playlist?list=PLslgisHe5tBPckSYyKoU3jEA4bqiFmNBJ )
2016-11-22 05:17:23 +00:00
- [Rendering / Ray Tracing Course, SS 2015 - TU Wien ](https://www.youtube.com/playlist?list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi )
2016-12-10 22:32:18 +00:00
- [ECS 178 Introduction to Geometric Modeling, Fall 2012, UC Davis ](http://graphics.cs.ucdavis.edu/~joy/ecs178/Units.html ) ([iTunes](https://itunes.apple.com/us/itunes-u/computer-science-introduction/id389259246))
2019-05-26 09:35:58 +00:00
- [Computational Geometry - IIT Delhi ](https://nptel.ac.in/courses/106102011/ )
2019-05-28 13:14:33 +00:00
- [CS 468 - Differential Geometry for Computer Science - Stanford University ](http://graphics.stanford.edu/courses/cs468-13-spring/schedule.html ) ([Lecture videos](https://www.youtube.com/playlist?list=PL_deCdukpyu1rdH85XsEEREbpoqEauiJl))
2020-10-23 20:10:01 +00:00
- [CMU 15-462/662: Computer Graphics ](http://15462.courses.cs.cmu.edu/fall2020/ )
2016-10-22 05:41:39 +00:00
-------
2016-11-20 18:03:39 +00:00
### Image Processing and Computer Vision
2016-12-11 19:59:26 +00:00
- [MOOC - Digital Image procesing - Duke/Coursera ](https://www.youtube.com/playlist?list=PLZ9qNFMHZ-A79y1StvUUqgyL-O0fZh2rs )
- [Computer Vision 2011 - EPFL, Switzerland ](http://www.klewel.com/conferences/epfl-computer-vision/ )
2019-05-26 09:35:58 +00:00
- [Digital Image Processing - IIT Kharagpur ](https://nptel.ac.in/courses/117105079/ )
2016-12-11 19:59:26 +00:00
- [Image Processing and Analysis - UC Davis ](https://www.youtube.com/playlist?list=PLA64AFAE28B8DD0FD )
2020-04-26 13:04:20 +00:00
- [CS 543 - Computer Vision – Spring 2017 ](https://courses.engr.illinois.edu/cs543/sp2017/ ) ([Recordings](https://echo360.org/section/283b0471-3d9f-4efb-9c51-bc00e778735e/home))
2019-06-12 17:03:14 +00:00
- [CAP 5415 - Computer Vision - University of Central Florida ](https://www.crcv.ucf.edu/courses/cap5415-fall-2012/ )([Video Lectures](https://www.youtube.com/playlist?list=PLd3hlSJsX_ImKP68wfKZJVIPTd8Ie5u-9))
2016-12-11 19:59:26 +00:00
- [EE225B - Digital Image Processing, Spring 2014 - UC Berkeley ](https://inst.eecs.berkeley.edu/~ee225b/sp14/ ) ([Videos - Spring 2006](http://www-video.eecs.berkeley.edu/~avz/video_225b.html))
- [EE637 - Digital Image Processing I - Purdue University ](https://engineering.purdue.edu/~bouman/ece637/ ) ([Videos - Sp 2011 ](https://www.youtube.com/user/ModelBasedImaging),[Videos - Sp 2007](https://engineering.purdue.edu/~bouman/ece637/lectures/lectures07/))
2016-12-10 18:35:24 +00:00
- [Computer Vision I: Variational Methods - TU München ](https://vision.in.tum.de/teaching/ws2015/vmcv2015 ) ([YouTube](https://www.youtube.com/playlist?list=PLTBdjV_4f-EJ7A2iIH5L5ztqqrWYjP2RI))
2019-06-12 17:03:14 +00:00
- [Computer Vision II: Multiple View Geometry (IN2228), SS 2016 - TU München ](https://vision.in.tum.de/teaching/ss2016/mvg2016 ) ([YouTube](https://www.youtube.com/playlist?list=PLTBdjV_4f-EJn6udZ34tht9EVIW7lbeo4))
2016-12-10 18:25:23 +00:00
- [EGGN 510 - Image and Multidimensional Signal Processing - Colorado School of Mines ](http://inside.mines.edu/~whoff/courses/EENG510/lectures/ )
2020-02-23 07:00:28 +00:00
- [EENG 512/CSCI 512 - Computer Vision - Colorado School of Mines ](https://www.youtube.com/playlist?list=PL4B3F8D4A5CAD8DA3 )
2016-12-10 18:25:23 +00:00
- [Computer Vision for Visual Effects - RPI ](https://www.ecse.rpi.edu/~rjradke/cvfxcourse.html ) ([YouTube](https://www.youtube.com/playlist?list=PLuh62Q4Sv7BUJlKlt84HFqSWfW36MDd5a))
2017-03-19 06:10:19 +00:00
- [Introduction to Image Processing - RPI ](https://www.ecse.rpi.edu/~rjradke/improccourse.html ) ([YouTube](https://www.youtube.com/playlist?list=PLuh62Q4Sv7BUf60vkjePfcOQc8sHxmnDX))
2020-02-23 07:00:28 +00:00
- [CAP 6412 - Advanced Computer Vision - University of Central Florida ](https://www.crcv.ucf.edu/cap6412-spring-2013/ )([Video lectures](https://www.crcv.ucf.edu/cap6412-spring-2013/)) ([Spring 2018](https://www.youtube.com/playlist?list=PLd3hlSJsX_ImoNaeX5vFrxogGXTSmS993))
2016-12-10 18:25:23 +00:00
- [Digital Signal Processing - RPI ](https://www.ecse.rpi.edu/~rjradke/dspcourse.html )
- [Advanced Vision 2014 - University of Edinburgh ](http://homepages.inf.ed.ac.uk/rbf/AVINVERTED/main_av.htm )
- [Photogrammetry Course - 2015/16 - University of Bonn, Germany ](https://www.youtube.com/playlist?list=PLgnQpQtFTOGRsi5vzy9PiQpNWHjq-bKN1 )
2016-12-11 19:59:26 +00:00
- [MOOC - Introduction to Computer Vision - Udacity ](https://www.youtube.com/playlist?list=PLAwxTw4SYaPnbDacyrK_kB_RUkuxQBlCm )
2020-02-23 07:00:28 +00:00
- [ECSE-4540 - Intro to Digital Image Processing - Spring 2015 - RPI ](https://www.youtube.com/playlist?list=PLuh62Q4Sv7BUf60vkjePfcOQc8sHxmnDX )
- [Machine Learning for Computer Vision - Winter 2017-2018 - UniHeidelberg ](https://www.youtube.com/playlist?list=PLuRaSnb3n4kSQFyt8VBldsQ9pO9Xtu8rY )
- [High-Level Vision - CBCSL OSU ](https://www.youtube.com/playlist?list=PLcXJymqaE9POZaT6UFAUUvrQiVQLfzCLN )
- [Advanced Computer Vision - CBCSL OSU ](https://www.youtube.com/playlist?list=PLcXJymqaE9POnU3bVmCVMmtSXzCpcj28T )
- [Introduction to Image Processing & Computer Vision - CBCSL OSU ](https://www.youtube.com/playlist?list=PLcXJymqaE9PMexHWGgXJVINpr6ajy5vuz )
- [Machine Learning for Computer Vision - TU Munich ](https://www.youtube.com/playlist?list=PLTBdjV_4f-EIiongKlS9OKrBEp8QR47Wl )
2019-05-26 09:35:58 +00:00
- [Biometrics - IIT Kanpur ](https://nptel.ac.in/courses/106104119/ )
2020-04-18 13:27:21 +00:00
- [Quantitative Big Imaging 2019 ETH Zurich ](https://www.youtube.com/playlist?list=PLTWuXgjdOrnmXVVQG5DRkVeOIGOcTmCIw )
2020-05-02 18:01:34 +00:00
- [Multiple View Geometry in Computer Vision ](https://www.youtube.com/playlist?list=PLyH-5mHPFffFvCCZcbdWXAb_cTy4ZG3Dj )
2020-10-23 09:58:58 +00:00
- [3D Coordinate Systems – Remote Course (GE, 2020) - University of Bonn ](https://www.ipb.uni-bonn.de/3dcs-ge-2020/ ) ([2013 lectures](https://www.ipb.uni-bonn.de/teaching/3d-coordinate-systems-podcasts/))
- [Modern C++ Course For CV (2020) - University of Bonn ](https://www.ipb.uni-bonn.de/teaching/cpp-2020/lectures )
- [Photogrammetry 1 Course – 2020 - University of Bonn ](https://www.ipb.uni-bonn.de/photo1-2020/ )
- [Photogrammetry II Course 2020/21 - University of Bonn ](https://www.ipb.uni-bonn.de/photo2-2020/ )
2016-12-11 19:59:26 +00:00
2016-10-29 12:29:38 +00:00
2019-06-12 18:06:04 +00:00
2016-12-10 19:05:28 +00:00
--------------------------------
### Computational Biology
2016-12-11 19:59:26 +00:00
- [ECS 124 - Foundations of Algorithms for Bioinformatics - Dan Gusfield, UC Davis ](http://web.cs.ucdavis.edu/~gusfield/cs124videos/videolist.html ) ([YouTube](https://www.youtube.com/playlist?list=PL_w_qWAQZtAbh8bHfzXYpdnVKCGCDmmoL))
2019-07-16 19:29:55 +00:00
- [CSE549 - Computational Biology - Steven Skiena - 2010 SBU ](https://www.youtube.com/playlist?list=PLA48145CC64FE7990 )
2016-12-11 19:59:26 +00:00
- [7.32 Systems Biology, Fall 2014 - MIT OCW ](https://ocw.mit.edu/courses/physics/8-591j-systems-biology-fall-2014/ )
2016-12-10 19:05:28 +00:00
- [6.802J/ 6.874J Foundations of Computational and Systems Biology - MIT OCW ](https://ocw.mit.edu/courses/biology/7-91j-foundations-of-computational-and-systems-biology-spring-2014/video-lectures/ )
- [6.047/6.878 Public Lectures on Computational Biology: Genomes, Networks, Evolution - MIT ](http://compbio.mit.edu/lectures.html )
2019-10-15 06:38:25 +00:00
- [Bio 84 - Your Genes and Your Health, Stanford University ](https://cmgm.stanford.edu/bio84/ )
- [BioMedical Informatics 231 Computational Molecular Biology, Stanford University ](https://cmgm.stanford.edu/biochem218/ )
2016-12-10 19:05:28 +00:00
- [BioMedical Informatics 258 Genomics, Bioinformatics & Medicine, Stanford University ](http://biochem158.stanford.edu/ )
2019-07-16 19:29:55 +00:00
- [03-251: Introduction to Computational Molecular Biology - Carnegie Mellon University ](https://www.youtube.com/playlist?list=PLUKmtlUTHfBPoI70nVz3C-82N4nznc3Iz )
- [03-712: Biological Modeling and Simulation - Carnegie Mellon University ](https://www.youtube.com/playlist?list=PLUKmtlUTHfBOgpZFmTvsTwkUh2K1RAse- )
2016-12-19 18:00:01 +00:00
- [MOOC - Bioinformatics Algorithms: An Active Learning Approach - UC San Diego/Coursera ](http://bioinformaticsalgorithms.com/videos.htm )
- [Neural Networks and Biological Modeling - Lecturer: Prof. Wulfram Gerstner - EPFL ](http://www.klewel.com/conferences/epfl-neural-networks/ )
- [Video Lectures of Wulfram Gerstner: Computational Neuroscience - EPFL ](http://lcn.epfl.ch/~gerstner/VideoLecturesGerstner.html )
2016-12-11 19:59:26 +00:00
- [An Introduction To Systems Biology ](http://www.weizmann.ac.il/mcb/UriAlon/introduction-systems-biology-design-principles-biological-circuits )
2016-12-10 19:05:28 +00:00
- [Introduction to Bioinformatics, METUOpenCourseWare ](https://www.youtube.com/playlist?list=PLuiPz6iU5SQ-PAjlyz4b3EIIQ6dpZ2DE_ )
2016-12-11 19:59:26 +00:00
- [MOOC - Algorithms for DNA Sequencing, Coursera ](https://www.youtube.com/playlist?list=PL2mpR0RYFQsBiCWVJSvVAO3OJ2t7DzoHA )
2017-05-30 17:31:15 +00:00
- [Frontiers of Biomedical Engineering with W. Mark Saltzman - Yale ](https://www.youtube.com/playlist?list=PL27E877E8206F196B )
2020-02-17 16:47:22 +00:00
- [NOC:Computational Systems Biology - IIT Madras ](https://nptel.ac.in/courses/102/106/102106068/ )
- [NOC:BioInformatics:Algorithms and Applications - IIT Madras ](https://nptel.ac.in/courses/102/106/102106065/ )
2016-12-10 19:05:28 +00:00
2020-02-22 05:34:20 +00:00
----------------------------------
### Quantum Computing
2020-05-02 11:17:28 +00:00
- [15-859BB: Quantum Computation and Quantum Information 2018 - CMU ](https://www.cs.cmu.edu/~odonnell/quantum18/ ) ([Youtube](https://www.youtube.com/playlist?list=PLm3J0oaFux3YL5qLskC6xQ24JpMwOAeJz))
2020-03-28 10:30:00 +00:00
- [Quantum Mechanics for Scientists and Engineers ](https://www.youtube.com/playlist?list=PL_onPhFCkVQi2O405SkNf3hv-7HXnZnMm )
2020-02-22 05:34:20 +00:00
- [Quantum Mechanics and Quantum Computation - Umesh Vazirani ](https://www.youtube.com/playlist?list=PL74Rel4IAsETUwZS_Se_P-fSEyEVQwni7 )
- [Quantum Information and Computing by Prof. D.K. Ghosh ](https://www.youtube.com/playlist?list=PLq-Gm0yRYwThGmlypvSFQ-kT2rPaXKAZ5 )
- [Quantum Computing by Prof. Debabrata Goswami ](https://www.youtube.com/playlist?list=PLq-Gm0yRYwTj7Fs6jyzYa83HErSrpXgPQ )
2020-02-22 08:08:30 +00:00
- [The Building Blocks of a Quantum Computer: Part 1 - TU Delft ](https://ocw.tudelft.nl/courses/building-blocks-quantum-computer-part-1/ )
- [The Building Blocks of a Quantum Computer: Part 2 - TU Delft ](https://ocw.tudelft.nl/courses/building-blocks-quantum-computer-part-2/ )
- [Quantum Cryptography - TU Delft ](https://ocw.tudelft.nl/courses/quantum-cryptography/ )
2020-02-22 05:34:20 +00:00
2016-12-10 19:05:28 +00:00
----------------------------------
### Robotics
2016-12-11 19:59:26 +00:00
- [CS 223A - Introduction to Robotics, Stanford University ](https://see.stanford.edu/Course/CS223A )
- [6.832 Underactuated Robotics - MIT OCW ](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-832-underactuated-robotics-spring-2009/ )
2020-03-28 10:30:00 +00:00
- [CS287 Advanced Robotics at UC Berkeley Fall 2019 -- Instructor: Pieter Abbeel ](https://www.youtube.com/playlist?list=PLwRJQ4m4UJjNBPJdt8WamRAt4XKc639wF )
2016-12-11 19:59:26 +00:00
- [CS 287 - Advanced Robotics, Fall 2011, UC Berkeley ](https://people.eecs.berkeley.edu/~pabbeel/cs287-fa11/ ) ([Videos](http://rll.berkeley.edu/cs287/lecture_videos/))
- [CS235 - Applied Robot Design for Non-Robot-Designers - Stanford University ](https://www.youtube.com/user/StanfordCS235/videos )
2019-06-12 17:03:14 +00:00
- [Lecture: Visual Navigation for Flying Robots ](https://vision.in.tum.de/teaching/ss2012/visnav2012 ) ([YouTube](https://www.youtube.com/playlist?list=PLTBdjV_4f-EKeki5ps2WHqJqyQvxls4ha))
2020-03-28 10:30:00 +00:00
- [CS 205A: Mathematical Methods for Robotics, Vision, and Graphics (Fall 2013) ](https://www.youtube.com/playlist?list=PLQ3UicqQtfNvQ_VzflHYKhAqZiTxOkSwi )
2016-12-10 19:05:28 +00:00
- [Robotics 1, Prof. De Luca, Università di Roma ](http://www.dis.uniroma1.it/~deluca/rob1_en/material_rob1_en_2014-15.html ) ([YouTube](https://www.youtube.com/playlist?list=PLAQopGWlIcyaqDBW1zSKx7lHfVcOmWSWt))
2020-03-28 10:30:00 +00:00
- [Robotics 2, Prof. De Luca, Università di Roma ](http://www.diag.uniroma1.it/~deluca/rob2_en/material_rob2_en.html ) ([YouTube](https://www.youtube.com/playlist?list=PLAQopGWlIcya6LnIF83QlJTqvpYmJXnDm))
2016-12-10 19:05:28 +00:00
- [Robot Mechanics and Control, SNU ](https://www.youtube.com/playlist?list=PLkjy3Accn-E7mlbuSF4aajcMMckG4wLvW )
2017-01-08 19:40:32 +00:00
- [Introduction to Robotics Course - UNCC ](https://www.youtube.com/playlist?list=PL4847E1D1C121292F )
2016-12-10 19:05:28 +00:00
- [SLAM Lectures ](https://www.youtube.com/playlist?list=PLpUPoM7Rgzi_7YWn14Va2FODh7LzADBSm )
- [Introduction to Vision and Robotics 2015/16- University of Edinburgh ](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/ivr.htm )
2020-05-02 18:35:51 +00:00
- [ME 597 – Autonomous Mobile Robotics – Fall 2014 ](http://wavelab.uwaterloo.ca/index6ea9.html?page_id=267 )
- [ME 780 – Perception For Autonomous Driving – Spring 2017 ](http://wavelab.uwaterloo.ca/indexaef8.html?page_id=481 )
- [ME780 – Nonlinear State Estimation for Robotics and Computer Vision – Spring 2017 ](http://wavelab.uwaterloo.ca/indexe9a5.html?page_id=533 )
2017-07-02 17:29:32 +00:00
- [METR 4202/7202 -- Robotics & Automation - University of Queensland ](http://robotics.itee.uq.edu.au/~metr4202/lectures.html )
2019-05-26 09:35:58 +00:00
- [Robotics - IIT Bombay ](https://nptel.ac.in/courses/112101099/ )
2017-07-02 17:29:32 +00:00
- [Introduction to Machine Vision ](https://www.youtube.com/playlist?list=PL1pxneANaikCO1-Z0XTaljLR3SE8tgRXY )
2019-04-24 08:41:50 +00:00
- [6.834J Cognitive Robotics - MIT OCW ](https://ocw.mit.edu/courses/aeronautics-and-astronautics/16-412j-cognitive-robotics-spring-2016/ )
2020-02-22 08:08:30 +00:00
- [Hello (Real) World with ROS – Robot Operating System - TU Delft ](https://ocw.tudelft.nl/courses/hello-real-world-ros-robot-operating-system/ )
2020-02-23 07:00:28 +00:00
- [Programming for Robotics (ROS) - ETH Zurich ](https://www.youtube.com/playlist?list=PLE-BQwvVGf8HOvwXPgtDfWoxd4Cc6ghiP )
2020-02-22 08:08:30 +00:00
- [Mechatronic System Design - TU Delft ](https://ocw.tudelft.nl/courses/mechatronic-system-design/ )
2020-03-28 10:30:00 +00:00
- [CS 206 Evolutionary Robotics Course Spring 2020 ](https://www.youtube.com/playlist?list=PLAuiGdPEdw0inlKisMbjDypCbvcb_GBN9 )
- [Foundations of Robotics - UTEC 2018-I ](https://www.youtube.com/playlist?list=PLoWGuY2dW-Acmc8V5NYSAXBxADMm1rE4p )
- [Robotics - Youtube ](https://www.youtube.com/playlist?list=PL_onPhFCkVQhuPiUxUW2lFHB39QsavEEA )
- [Robotics and Control: Theory and Practice IIT Roorkee ](https://www.youtube.com/playlist?list=PLLy_2iUCG87AjAXKbNMiKJZ2T9vvGpMB0 )
2020-05-02 18:01:34 +00:00
- [Mechatronics ](https://www.youtube.com/playlist?list=PLtuwVtW88fOeTFS_szBWif0Mcc0lfNWaz )
- [ME142 - Mechatronics Spring 2020 - UC Merced ](https://www.youtube.com/playlist?list=PL-euleXgwWUNQ80DGq6qopHBmHcQyEyNQ )
- [Mobile Sensing and Robotics - Bonn University ](https://www.youtube.com/playlist?list=PLgnQpQtFTOGQJXx-x0t23RmRbjp_yMb4v )
- [MSR2 - Sensors and State Estimation Course (2020) - Bonn University ](https://www.youtube.com/playlist?list=PLgnQpQtFTOGQh_J16IMwDlji18SWQ2PZ6 )
- [SLAM Course (2013) - Bonn University ](https://www.youtube.com/playlist?list=PLgnQpQtFTOGQrZ4O5QzbIHgl3b1JHimN_ )
- [ENGR486 Robot Modeling and Control (2014W) ](https://www.youtube.com/playlist?list=PLJzZfbLAMTelwaLxFXteeblbY2ytU2AxX )
- [Robotics by Prof. D K Pratihar - IIT Kharagpur ](https://www.youtube.com/playlist?list=PLbRMhDVUMngcdUbBySzyzcPiFTYWr4rV_ )
2020-05-11 14:27:05 +00:00
- [Introduction to Mobile Robotics - SS 2019 - Universität Freiburg ](http://ais.informatik.uni-freiburg.de/teaching/ss19/robotics/ )
- [Robot Mapping - WS 2018/19 - Universität Freiburg ](http://ais.informatik.uni-freiburg.de/teaching/ws18/mapping/ )
- [Mechanism and Robot Kinematics - IIT Kharagpur ](https://nptel.ac.in/courses/112/105/112105236/ )
2020-10-23 09:58:58 +00:00
- [Self-Driving Cars - Cyrill Stachniss - Winter 2020/21 - University of Bonn) ](https://www.youtube.com/playlist?list=PLgnQpQtFTOGQo2Z_ogbonywTg8jxCI9pD )
- [Mobile Sensing and Robotics 1 – Part Stachniss (Jointly taught with PhoRS) - University of Bonn ](https://www.ipb.uni-bonn.de/msr1-2020/ )
- [Mobile Sensing and Robotics 2 – Stachniss & Klingbeil/Holst - University of Bonn ](https://www.ipb.uni-bonn.de/msr2-2020/ )
2017-07-02 17:29:32 +00:00
2016-12-10 19:05:28 +00:00
2020-04-26 09:50:11 +00:00
----------------------------------
### Computational Finance
- [COMP510 - Computational Finance - Steven Skiena - 2007 HKUST ](https://www.youtube.com/playlist?list=PL9E205B8FAAD530E1 )
- [MOOC - Mathematical Methods for Quantitative Finance, University of Washington/Coursera) ](http://academictorrents.com/details/dfc1ddde962101f00ef9764b91181bd6bb5c9e93 )
- [18.S096 Topics in Mathematics with Applications in Finance, MIT OCW ](https://ocw.mit.edu/courses/mathematics/18-s096-topics-in-mathematics-with-applications-in-finance-fall-2013/video-lectures/ )
- [Computational Finance - Universität Leipzig ](https://www.youtube.com/playlist?list=PL4i4aZbplv9J5jan6mDbDHtjfm7ghMWfj )
- [Machine Learning for Trading | Udacity ](https://www.youtube.com/playlist?list=PLAwxTw4SYaPnIRwl6rad_mYwEk4Gmj7Mx )
- [ACT 460 / STA 2502 – Stochastic Methods for Actuarial Science - University of Toronto ](http://www.utstat.utoronto.ca/sjaimung/courses/sta2502/main.htm )
- [MMF1928H / STA 2503F –
Pricing Theory I / Applied Probability for Mathematical Finance - University of Toronto](http://www.utstat.toronto.edu/sjaimung/courses/mmf1928/content2013.htm)
- [STA 4505H – High Frequency & Algorithmic trading - University of Toronto ](http://www.utstat.utoronto.ca/sjaimung/courses/sta4505/main-2014.htm )
2020-05-13 06:58:22 +00:00
- [Mathematical Finance - IIT Guwahati ](https://nptel.ac.in/courses/111/103/111103126/ )
- [Quantitative Finance - IIT Kanpur ](https://nptel.ac.in/courses/110/104/110104066/ )
- [Financial Derivatives & Risk Management - IIT Roorkee ](https://nptel.ac.in/courses/110/107/110107128/ )
- [Financial Mathematics - IIT Roorkee ](https://nptel.ac.in/courses/112/107/112107260/ )
2020-04-26 09:50:11 +00:00
2018-06-17 18:46:01 +00:00
2016-12-10 19:05:28 +00:00
----------------------------------
2016-11-20 18:03:39 +00:00
### Misc
2020-04-26 09:50:11 +00:00
2016-12-19 18:00:01 +00:00
- **HCI**
2019-06-12 17:03:14 +00:00
- [CS147 - Introduction to Human-Computer Interaction Design - Stanford ](https://hci.stanford.edu/courses/cs147/2015/au/calendar.php )
2019-05-31 08:51:03 +00:00
- [CSEP 510 - Human Computer Interaction ](https://courses.cs.washington.edu/courses/csep510/04wi/ )
2016-12-01 19:24:32 +00:00
- [Programming for Designers - COMP1400-T2 (2010) - UNSW ](https://www.youtube.com/playlist?list=PL9444191613E018CC )
2019-05-28 10:24:12 +00:00
- [08-763 Intro to HCI for Technology Executives - Fall 2015 - CMU ](https://scs.hosted.panopto.com/Panopto/Pages/Sessions/List.aspx#folderID=%228bb9f417-9f60-4e00-84f6-4ef8e7425ae1%22&maxResults=150 )
- [05-600 HCI Pro Seminar - Fall 2015 - CMU ](https://scs.hosted.panopto.com/Panopto/Pages/Sessions/List.aspx#folderID=%22d885fd87-1ba1-47a3-9bd2-c4bde55f9749%22&maxResults=150 )
2016-12-19 18:00:01 +00:00
- **Game Development**
2016-11-22 17:27:09 +00:00
- [MIT CMS.611J Creating Video Games, Fall 2014 ](https://ocw.mit.edu/courses/comparative-media-studies-writing/cms-611j-creating-video-games-fall-2014/lecture-videos/ )
2016-12-11 19:59:26 +00:00
- [MOOC - Beginning Game Programming with C# - Coursera ](http://academictorrents.com/details/0a7ba7e62821e488a0061751fdb81f4298733bea )
2018-04-04 20:08:15 +00:00
- **Geospatial**
- [Introduction to Spatial Data Science, Autumn 2016, University of Chicago ](https://www.youtube.com/playlist?list=PLzREt6r1Nenkr2vtYgbP4hs44HO_s_qEO )
- [Spatial Regression Analysis, Spring 2017, University of Chicago ](https://www.youtube.com/playlist?list=PLzREt6r1Nenkk7x197-CKPFZ0BuAOCRGT )
2018-04-04 20:20:18 +00:00
- [Spatial Data Science, Autumn 2017, University of Chicago ](https://www.youtube.com/playlist?list=PLzREt6r1Nenlu-MBaxCRL2KZNk62n7o1g )
2019-05-26 09:35:58 +00:00
- [Introduction to Geographic Information Systems - IIT Roorkee ](https://nptel.ac.in/courses/105107155/ )
- [SCICOMP - An Introduction to Efficient Scientific Computation, Universität Bremen ](http://mlecture.uni-bremen.de/ml/index.php?option=com_content&view=article&id=233 )
2016-10-23 11:45:45 +00:00
- [CS E-259 XML with Java, Java Servlet, and JSP - Harvard ](http://cs259.tv/2007/fall/ )
- [CSE 40373 - Spr 2009: Multimedia Systems ](https://www.youtube.com/view_play_list?p=0105F1427EFAEE0A )
2016-11-18 05:43:23 +00:00
- [Exposing Digital Photography - Harvard Extension School ](http://tv.digitalphotography.exposed/2010/fall/ )
2016-12-11 19:59:26 +00:00
- [MOOC - Matlab - Coursera ](https://www.youtube.com/playlist?list=PLcKDPPOF93EvvBrgR852MU13zvS2ihTpR )
2016-11-22 16:19:41 +00:00
- [Computing for Computer Scientists - University of Michigan ](https://c4cs.github.io )
2016-12-04 18:34:37 +00:00
- [Linux Implementation/Administration Practicum - Redhat by Tulio Llosa ](https://itunes.apple.com/us/itunes-u/linux-implementation-administration/id430673915 )
- [SIMS 141 - Search Engines - Fall 2005 UCBerkeley ](https://www.youtube.com/view_play_list?p=1777A89066B1D71D )
- [Innovative Computing - Harvard University ](https://www.youtube.com/course?list=ECE3E96113F544495A )
2019-05-26 09:35:58 +00:00
- [Linux Programming & Scripting - IIT Madras ](https://nptel.ac.in/courses/117106113/ )
- [Model Checking - IIT Madras ](https://nptel.ac.in/courses/106106136/ )
- [Virtual Reality - IIT Madras ](https://nptel.ac.in/courses/106106138/ )
2017-01-20 14:17:44 +00:00
- [CS 195 - Social Implications of Computing, Spring 2015 - UC Berkeley ](http://inst.eecs.berkeley.edu/~cs195/sp15/ ) ([YouTube](https://www.youtube.com/playlist?list=PL-XXv-cvA_iAmCxqGV1Px2pKchYfozH-e))
2017-05-19 19:57:31 +00:00
- [Spatial Databases and Geographic Information Systems - Technische Universität Braunschweig, Germany (in German) ](http://www.ifis.cs.tu-bs.de/teaching/ws-1617/gis )
2019-10-14 08:21:00 +00:00
- [Dependable Systems (SS 2014) - HPI University of Potsdam ](https://www.tele-task.de/series/1005/ )
- [Business Process Compliance (WT 2013/14) - HPI University of Potsdam ](https://www.tele-task.de/series/979/ )
2020-05-23 10:42:21 +00:00
- [Design Thinking for Digital Engineering (SS 2018) - Dr. Julia von Thienen - HPI ](https://www.tele-task.de/series/1206/ )
- [CS224w – Social Network Analysis – Autumn 2017 - Stanford University ](http://snap.stanford.edu/class/cs224w-videos-2017/ )
2020-02-21 00:09:54 +00:00
- **Blockchain and Cryptocurrencies**
- [Blockchain Fundamentals Decal 2018 - Berkeley DeCal ](https://www.youtube.com/playlist?list=PLSONl1AVlZNU0QTGpbgEQXKHcmgYz-ddT )
- [Blockchain for Developers Decal - Spring 2018 - Berkeley DeCal ](https://www.youtube.com/playlist?list=PLSONl1AVlZNUzp71_H1kb87PvIh8kIZU9 )
2020-02-22 08:31:26 +00:00
- [Cryptocurrency Engineering and Design - Spring 2018 - MIT ](https://ocw.mit.edu/courses/media-arts-and-sciences/mas-s62-cryptocurrency-engineering-and-design-spring-2018/lecture-videos/ )
2020-02-27 18:55:33 +00:00
- [15.S12 Blockchain and Money, Fall 2018- MIT ](https://www.youtube.com/playlist?list=PLUl4u3cNGP63UUkfL0onkxF6MYgVa04Fn )
2020-04-26 09:50:11 +00:00
2020-03-28 11:26:19 +00:00
2020-02-27 18:55:33 +00:00
2020-02-21 00:09:54 +00:00
2016-10-22 05:41:39 +00:00
2019-05-31 18:30:02 +00:00
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