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Init + Systems video courses
2016-10-21 18:13:16 +00:00
# Computer Science video courses
Introduction
------------
Cornell 4760 microcontrollers course
2016-10-25 03:53:18 +00:00
List of Computer Science courses with video lectures. For more courses, please refer [MIT OCW](https://ocw.mit.edu/index.htm), YouTube channels for Universities, Google, itunes U and similar sites like [awesome-courses](https://github.com/prakhar1989/awesome-courses) etc.
Init + Systems video courses
2016-10-21 18:13:16 +00:00
Formatting change
2016-10-22 06:49:19 +00:00
Focus would be to keep the list to the point in order keep it readable and usable. To access syllabus/notes/assignments, please visit link to the course or use Google search.
Init + Systems video courses
2016-10-21 18:13:16 +00:00
Table of Contents
-----------------
Introduction to CS Video courses
2016-10-21 18:51:56 +00:00
More categories and courses
2016-10-23 09:06:08 +00:00
- [Introduction to Computer Science](#introduction-to-computer-science)
Data Structures and Algorithms courses
2016-10-21 19:22:39 +00:00
- [Data Structures and Algorithms](#data-structures-and-algorithms)
Added multiple UWashington CSEP Courses + DS Sahni
2016-10-23 10:56:59 +00:00
- [Systems Programming](#systems-programming)
- [Distributed Systems](#distributed-systems)
More categories and courses
2016-10-23 09:06:08 +00:00
- [Database Systems](#database-systems)
- [Object Oriented Design and Software Engineering](#object-oriented-design-and-software-engineering)
Init + Systems video courses
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- [Artificial Intelligence](#artificial-intelligence)
- [Machine Learning](#machine-learning)
More categories and courses
2016-10-23 09:06:08 +00:00
- [Web Programming](#web-programming)
Added multiple UWashington CSEP Courses + DS Sahni
2016-10-23 10:56:59 +00:00
- [Concurrency](#concurrency)
- [Computer Networks](#computer-networks)
- [Math for Computer Scientist](math-for-computer-scientist)
Math, theoretical CS and Security courses
2016-10-22 06:15:56 +00:00
- [Theoretical CS and Programming Languages](theoretical-cs-and-programming-languages)
Computer Organization and Architecture courses
2016-10-22 06:25:18 +00:00
- [Computer Organization and Architecture](computer-organization-and-architecture)
Init + Systems video courses
2016-10-21 18:13:16 +00:00
- [Security](#security)
Math, theoretical CS and Security courses
2016-10-22 06:15:56 +00:00
- [Computer Graphics](#computer-graphics)
Init + Systems video courses
2016-10-21 18:13:16 +00:00
- [Misc](#misc)
Introduction to CS Video courses
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Courses
-------
Init + Systems video courses
2016-10-21 18:13:16 +00:00
More categories and courses
2016-10-23 09:06:08 +00:00
### Introduction to Computer Science
Init + Systems video courses
2016-10-21 18:13:16 +00:00
Introduction to CS Video courses
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- [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/)
- [6.001 - Structure and Interpretation of Computer Programs, MIT](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-001-structure-and-interpretation-of-computer-programs-spring-2005/video-lectures) ([Textbook](http://mitpress.mit.edu/sicp/full-text/book/book.html))
More categories and courses
2016-10-23 09:06:08 +00:00
- [CS 10 The Beauty & Joy of Computing, Spring 2015 - UCBerkeley](https://www.youtube.com/playlist?list=PL-XXv-cvA_iC17q7Pydw_RernkItDJePz)
More Comp n/w, OS and Berkeley CS 189
2016-10-23 11:45:45 +00:00
- [CS 50 - Introduction to Computer Science, Harvard University](https://cs50.harvard.edu/lectures) ([cs50.tv](http://cs50.tv/2015/fall/))
Introduction to CS Video courses
2016-10-21 18:51:56 +00:00
- [CS 61A - Structure and Interpretation of Computer Programs [Python], UC Berkeley](http://cs61a.org/)
- [CS 101 - Computer Science 101, Stanford University](http://online.stanford.edu/course/computer-science-101-self-paced) (Register free to access Videos)
Added multiple UWashington CSEP Courses + DS Sahni
2016-10-23 10:56:59 +00:00
- [CS E-1 Understanding Computers and the Internet - Harvard University](http://computerscience1.tv/2011/spring/)
- [CSE 142 Computer Programming I (C Programming), Autumn 200 - University of Washington](https://courses.cs.washington.edu/courses/cse142-TVI/00au/lectures/)
Caltech, Brown and misc courses added
2016-10-23 15:44:51 +00:00
- [CS1301 Intro to computing - Gatech](http://www.cc.gatech.edu/classes/AY2016/cs1301c_fall/)
Introduction to CS Video courses
2016-10-21 18:51:56 +00:00
- [CS 106A - Programming Methodology, Stanford University](http://see.stanford.edu/see/lecturelist.aspx?coll=824a47e1-135f-4508-a5aa-866adcae1111)
- [CS 106B - Programming Abstractions, Stanford University](http://see.stanford.edu/see/lecturelist.aspx?coll=11f4f422-5670-4b4c-889c-008262e09e4e)
- [CS 107 - Programming Paradigms, Stanford University](http://see.stanford.edu/see/lecturelist.aspx?coll=2d712634-2bf1-4b55-9a3a-ca9d470755ee)
Init + Systems video courses
2016-10-21 18:13:16 +00:00
Introduction to CS Video courses
2016-10-21 18:51:56 +00:00
------
Init + Systems video courses
2016-10-21 18:13:16 +00:00
Data Structures and Algorithms courses
2016-10-21 19:22:39 +00:00
### Data Structures and Algorithms
- [CS 61B - Data Structures, UC Berkeley](https://people.eecs.berkeley.edu/~jrs/61b/)
- [Fall 2006 - Prof. Jonathan Shewchuk](https://www.youtube.com/playlist?list=PL4BBB74C7D2A1049C)
Added multiple UWashington CSEP Courses + DS Sahni
2016-10-23 10:56:59 +00:00
- [Spring 16 - Josh Hug](http://datastructur.es/sp16/)
ML reorganization + more lectures Prof Roughgarden lectures MOOCs ML section reorganization
2016-10-26 07:00:24 +00:00
- [MOOC - Design and Analysis of Algorithms Part 1 - Prof Roughgarden - Coursera](https://www.youtube.com/playlist?list=PLLH73N9cB21W1TZ6zz1dLkyIm50HylGyg) ([Part 2](https://www.youtube.com/playlist?list=PLLH73N9cB21VPj3H2xwTTye5TC8-UniA2))
- [MOOC - Algorithms Part 1 - Prof Sedgewick](https://www.youtube.com/playlist?list=PLUX6FBiUa2g4YWs6HkkCpXL6ru02i7y3Q) ([Part 2](https://www.youtube.com/playlist?list=PLqD_OdMOd_6YixsHkd9f4sNdof4IhIima))
Added multiple UWashington CSEP Courses + DS Sahni
2016-10-23 10:56:59 +00:00
- [COP 3530 Data Structures and Algorithms, Prof Sahni, UFL](http://www.cise.ufl.edu/~sahni/cop3530/presentations.htm) ([Videos](http://www.cise.ufl.edu/academics/courses/preview/cop3530sahni/))
Data Structures and Algorithms courses
2016-10-21 19:22:39 +00:00
- [6.006 - Introduction to Algorithms, MIT OCW](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/lecture-videos/)
Added more courses
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)
Caltech, Brown and misc courses added
2016-10-23 15:44:51 +00:00
- [CSE 373 - Analysis of Algorithms, Stony Brook - Prof Skiena](http://www.cs.sunysb.edu/~algorith/video-lectures/)
- [CS16 Introduction to Algorithms and Data Structures - Brown University](http://cs.brown.edu/courses/csci0160/lectures.html)
Data Structures and Algorithms courses
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/)
Caltech, Brown and misc courses added
2016-10-23 15:44:51 +00:00
- [CS 473: Algorithms - University of Illinois at Urbana-Champaign](https://courses.engr.illinois.edu/cs473/sp2016/lectures.html)
Data Structures and Algorithms courses
2016-10-21 19:22:39 +00:00
- [Programming Challenges - Prof Skiena](http://www.algorist.com/programming_challenges/)
- [16s-4102 - Algorithms, University of Virginia](http://www.cs.virginia.edu/~shelat/16s-4102/) ([Youtube](https://www.youtube.com/channel/UCxXYk53cSZof2bR_Ax0uJYQ/videos))
More categories and courses
2016-10-23 09:06:08 +00:00
- [CS 170 Algorithms - Spring 2015 - UCBerkeley](https://www.youtube.com/playlist?list=PL-XXv-cvA_iDbtIylJDpPPJfaFweeaR-3)
Added multiple UWashington CSEP Courses + DS Sahni
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/))
Data Structures and Algorithms courses
2016-10-21 19:22:39 +00:00
- [CS 261 - A Second Course in Algorithms, Stanford University](http://theory.stanford.edu/~tim/w16/w16.html) ([Lectures](http://theory.stanford.edu/~tim/w16/w16.html)) ([Youtube](https://www.youtube.com/playlist?list=PLEGCF-WLh2RJh2yDxlJJjnKswWdoO8gAc))
- [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))
- [ECS 122A - Algorithm Design and Analysis, UC Davis](http://web.cs.ucdavis.edu/~gusfield/cs122f10/videolist.html)
Added multiple UWashington CSEP Courses + DS Sahni
2016-10-23 10:56:59 +00:00
- [CSEP 521: Applied Algorithms, Winter 2013 - University of Washington](http://courses.cs.washington.edu/courses/csep521/13wi/) ([Videos](http://courses.cs.washington.edu/courses/csep521/13wi/video/))
Data Structures and Algorithms courses
2016-10-21 19:22:39 +00:00
- [CS 6150 - Advanced Algorithms (Fall 2016), University of Utah](https://www.youtube.com/playlist?list=PLbuogVdPnkCp8X9FHOglnLqFjyvqGLftx)
- [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))
ML reorganization + more lectures Prof Roughgarden lectures MOOCs ML section reorganization
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)
Data Structures and Algorithms courses
2016-10-21 19:22:39 +00:00
---------------------------------
Added multiple UWashington CSEP Courses + DS Sahni
2016-10-23 10:56:59 +00:00
### Systems Programming
Init + Systems video courses
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/)
Caltech, Brown and misc courses added
2016-10-23 15:44:51 +00:00
- [CS361 - COMPUTER SYSTEMS - UIC](https://www.cs.uic.edu/CS361fall13)
- [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/))
- [CS124 Operating Systems - California Institute of Technology](http://users.cms.caltech.edu/~donnie/cs124/)
Init + Systems video courses
2016-10-21 18:13:16 +00:00
- [CS 162 - Operating Systems and Systems Programming, UC Berkeley](http://cs162.eecs.berkeley.edu/) ([Lectures - YouTube](https://www.youtube.com/playlist?list=PL-XXv-cvA_iBDyz-ba4yDskqMDY6A1w_c))
- [CS 4414 - Operating Systems, University of Virginia](http://rust-class.org/pages/classes.html)
Introduction to CS Video courses
2016-10-21 18:51:56 +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))
Machine learning + additional Systems courses
2016-10-21 20:16:36 +00:00
- [CS 377 Fall 16: Operating Systems - Umass OS](https://www.youtube.com/playlist?list=PLacuG5pysFbDTmsCRGWsMW_PzIOpXnckw)
- [6.828: Operating System Engineering [Fall 2014]](https://www.youtube.com/playlist?list=PLfciLKR3SgqNJKKIKUliWoNBBH1VHL3AP)
Added multiple UWashington CSEP Courses + DS Sahni
2016-10-23 10:56:59 +00:00
- [CSEP 551 Operating Systems Autumn 2014 - University of Washington](http://courses.cs.washington.edu/courses/csep551/14au/video/)
Machine learning + additional Systems courses
2016-10-21 20:16:36 +00:00
- [CS194 Advanced Operating Systems Structures and Implementation, Spring 2013, UC Berkeley](https://www.youtube.com/playlist?list=PL-XXv-cvA_iB_5Q8G8kW5idSwNmXypmQE)
Added more courses
2016-10-22 06:45:22 +00:00
- [CPCS 663 - Real-Time Systems: Video Material - TAMU](http://faculty.cs.tamu.edu/bettati/Courses/663/Video/presentation.html)
- [CS 251: Intermediate Software Design (C++ version)](https://www.youtube.com/playlist?list=PLZ9NgFYEMxp4ZsvD10uXmClGnukcu3Uff)
- [CS 251 (2015): Intermediate Software Design](https://www.youtube.com/playlist?list=PLZ9NgFYEMxp7lylj-XC8h1kjatOjbh9ne)
More Comp n/w, OS and Berkeley CS 189
2016-10-23 11:45:45 +00:00
- [CSE 30341 - Spr 2008: Operating Systems](https://www.youtube.com/view_play_list?p=AB7D5CA7E262B0E2)
- [CSE 60641 - Fall 08: Graduate Operating Systems](https://www.youtube.com/view_play_list?p=22B10D854588E20C)
Added multiple UWashington CSEP Courses + DS Sahni
2016-10-23 10:56:59 +00:00
-----------------------------
### Distributed Systems
- [VU:Distributed Systems: Principles and Paradigms by Maarten van Steen (Fall 2012), Vrije Universiteit, Amsterdam](http://www.distributed-systems.net/courses/ds/ds-screencasts/)
- [CS 677 Spring 16: Distributed Operating Systems - 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)
More categories and courses
2016-10-23 09:06:08 +00:00
- [Distributed Algorithms, https://canvas.instructure.com/courses/902299](https://www.youtube.com/playlist?list=PL700757A5D4B3F368)
Caltech, Brown and misc courses added
2016-10-23 15:44:51 +00:00
- [CS138 Distributed Computer Systems Spring 2016 - Brown University](http://cs.brown.edu/courses/csci1380/s16/syllabus.html)
Added multiple UWashington CSEP Courses + DS Sahni
2016-10-23 10:56:59 +00:00
- [CSEP 552: PMP Distributed Systems, Spring 2013 - University of Washington](http://courses.cs.washington.edu/courses/csep552/13sp/) ([Videos](http://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](http://courses.cs.washington.edu/courses/cse490h/08au/lectures.htm) ([Videos](http://courses.cs.washington.edu/courses/cse490h/08au/video.htm))
ML reorganization + more lectures Prof Roughgarden lectures MOOCs ML section reorganization
2016-10-26 07:00:24 +00:00
- [MOOC - Cloud Computing Concepts - UIUC](https://www.youtube.com/playlist?list=PLFd87qVsaLhOkTLvfp6MC94iFa_1c9wrU)
Added multiple UWashington CSEP Courses + DS Sahni
2016-10-23 10:56:59 +00:00
------------------------------------------------------------
More categories and courses
2016-10-23 09:06:08 +00:00
### Database Systems
- [CS 5530 - Database Systems, Spring 2016, University of Utah](https://www.youtube.com/playlist?list=PLbuogVdPnkCrercQNP9tTsjjPdgRVYvC7)
ML reorganization + more lectures Prof Roughgarden lectures MOOCs ML section reorganization
2016-10-26 07:00:24 +00:00
- [MOOC - Database Stanford Dbclass](https://www.youtube.com/playlist?list=PL6hGtHedy2Z4EkgY76QOcueU8lAC4o6c3)
More categories and courses
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)
ML reorganization + more lectures Prof Roughgarden lectures MOOCs ML section reorganization
2016-10-26 07:00:24 +00:00
- [Principles of Database Management, Bart Baesens](https://www.youtube.com/playlist?list=PLdQddgMBv5zEhlpqdiUcf9aTNEtmESgyl)
More categories and courses
2016-10-23 09:06:08 +00:00
- [15-721 - Database Systems, CMU](http://15721.courses.cs.cmu.edu/spring2016/) ([Lectures - YouTube](https://www.youtube.com/playlist?list=PLSE8ODhjZXjbisIGOepfnlbfxeH7TW-8O))
- [CS 186 - Database Systems, UC Berkeley, Spring 2015](https://sites.google.com/site/cs186spring2015/home/schedule-and-notes) ([Lectures- YouTube](https://www.youtube.com/playlist?list=PL-XXv-cvA_iBVK2QzAV-R7NMA1ZkaiR2y))
- [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))
- [6.830/6.814: Database Systems [Fall 2014]](https://www.youtube.com/playlist?list=PLfciLKR3SgqOxCy1TIXXyfTqKzX2enDjK)
------------------------------
### Object Oriented Design and Software Engineering
- [ECE 462 Object-Oriented Programming using C++ and Java - Purdue](https://engineering.purdue.edu/OOSD/F2008/F2008.html)
- [Object Oriented Systems Analysis and Design (Systems Analysis and Design in a Changing World)](https://www.youtube.com/playlist?list=PL6XklZATqYx9dj72MKG6wLYjljeB2odra)
- [Computer Science 169- Software Engineering - Spring 2015 - UCBerkeley](https://www.youtube.com/playlist?list=PL-XXv-cvA_iCfQHHS7rxlfHFsU4aQW1IF)
- [Introduction to Service Design and Engineering - University of Trento, Italy](https://www.youtube.com/playlist?list=PLBdajHWwi0JCn87QuFT3e58mekU0-6WUT)
- [OOSE: Software Dev Using UML and Java](https://www.youtube.com/playlist?list=PLJ9pm_Rc9HesnkwKlal_buSIHA-jTZMpO)
- [CS 411 - Software Architecture Design, Bilkent University](http://video.bilkent.edu.tr/course_videos.php?courseid=10)
More Comp n/w, OS and Berkeley CS 189
2016-10-23 11:45:45 +00:00
- [CS 164 Software Engineering - Harvard](http://cs164.tv/2014/spring/)
Machine learning + additional Systems courses
2016-10-21 20:16:36 +00:00
------------------------------
Math, theoretical CS and Security courses
2016-10-22 06:15:56 +00:00
### Artificial Intelligence
- [CS 188 - Introduction to Artificial Intelligence, UC Berkeley](http://ai.berkeley.edu/home.html)
- [6.034 Artificial Intelligence, MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/lecture-videos/)
Added CMU 15-780 AI course and 10-600
2016-10-24 05:23:13 +00:00
- [15-780: Graduate Artificial Intelligence, Spring 14, CMU](http://www.cs.cmu.edu/~zkolter/course/15-780-s14/lectures.html)
Added multiple UWashington CSEP Courses + DS Sahni
2016-10-23 10:56:59 +00:00
- [CSE 592 Applications of Artificial Intelligence, Winter 2003 - University of Washington](http://courses.cs.washington.edu/courses/csep573/03wi/lectures/index.htm)
Math, theoretical CS and Security courses
2016-10-22 06:15:56 +00:00
--------------
Machine learning + additional Systems courses
2016-10-21 20:16:36 +00:00
### Machine Learning
ML reorganization + more lectures Prof Roughgarden lectures MOOCs ML section reorganization
2016-10-26 07:00:24 +00:00
- **Machine Learning**
- [Stanford: Machine Learning](https://www.youtube.com/playlist?list=PLJ1-ciQ35nuiyL1PX6O4NdF5CjjaDdnVC)
- [StatLearning - Intro to Statistical Learning, Stanford University](https://lagunita.stanford.edu/courses/HumanitiesandScience/StatLearning/Winter2015/about)
- [CS 156 - Learning from Data, Caltech](https://work.caltech.edu/lectures.html)
- [10-601 - Machine Learning, Carnegie Mellon University](http://www.cs.cmu.edu/~ninamf/courses/601sp15/lectures.shtml)
- [Microsoft Research - Machine Learning Course](https://www.youtube.com/playlist?list=PL34iyE0uXtxo7vPXGFkmm6KbgZQwjf9Kf)
- [CS 446 - Machine Learning, Fall 2016, UIUC](http://l2r.cs.illinois.edu/~danr/Teaching/CS446-16/schedule.html)([Fall 2015 Lectures](https://www.youtube.com/playlist?list=PLQcasX5-oG91n10wPxeRh-45-8HATwc8W))
- [undergraduate machine learning at UBC 2012, Nando de Freitas](https://www.youtube.com/playlist?list=PLE6Wd9FR--Ecf_5nCbnSQMHqORpiChfJf)
- [CS 229 - Machine Learning - Stanford University](https://www.youtube.com/playlist?list=PLA89DCFA6ADACE599)
- [CS 189/289A Introduction to Machine Learning, Prof Jonathan Shewchuk - UCBerkeley](https://people.eecs.berkeley.edu/~jrs/189/)
- [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/)
- [CSEP 546, Machine Learning, Sp 2016 - University of Washington](https://courses.cs.washington.edu/courses/csep546/16sp/) ([Lectures - YouTube](https://www.youtube.com/playlist?list=PLTPQEx-31JXgtDaC6-3HxWcp7fq4N8YGr))
- [STA 4273H (Winter 2015): Large Scale Machine Learning](http://www.cs.toronto.edu/~rsalakhu/STA4273_2015/lectures.html)
- **Data Mining**
- [CS 5140/6140 - Data Mining, Spring 2016, University of Utah](https://www.cs.utah.edu/~jeffp/teaching/cs5140.html) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLbuogVdPnkCpXfb43Wvc7s5fXWzedwTPB))
- [Statistical Aspects of Data Mining (Stats 202) - Google](https://www.youtube.com/playlist?list=PLFE776F2C513A744E)
- [MOOC - Text Mining and Analytics by ChengXiang Zhai](https://www.youtube.com/playlist?list=PLLssT5z_DsK8Xwnh_0bjN4KNT81bekvtt)
- [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)
- **Probabilistic Graphical Modeling**
- [CS 6190 - Probabilistic Modeling, Spring 2016, University of Utah](https://www.youtube.com/playlist?list=PLbuogVdPnkCpvxdF-Gy3gwaBObx7AnQut)
- [10-708 - Probabilistic Graphical Models, Carnegie Mellon University](http://www.cs.cmu.edu/~epxing/Class/10708-14/lecture.html)
- [Probabilistic Graphical Models, Daphne Koller, Stanford University](http://openclassroom.stanford.edu/MainFolder/CoursePage.php?course=ProbabilisticGraphicalModels)
- **Deep Learning**
- [Deep learning at Oxford 2015 - Nando de Freitas](https://www.youtube.com/playlist?list=PLE6Wd9FR--EfW8dtjAuPoTuPcqmOV53Fu)
- [DS-GA 1008 - Deep Learning, New York University](http://cilvr.cs.nyu.edu/doku.php?id=deeplearning2015:schedule)
- [Deep Learning, Stanford University](http://openclassroom.stanford.edu/MainFolder/CoursePage.php?course=DeepLearning)
- [Deep Learning - University of Waterloo](https://uwaterloo.ca/data-science/deep-learning)
- **Advanced Machine Learning**
- [Machine Learning 2013 - Nando de Freitas, UBC](https://www.youtube.com/playlist?list=PLE6Wd9FR--EdyJ5lbFl8UuGjecvVw66F6)
- [Machine Learning: 2014-2015, University of Oxford](https://www.cs.ox.ac.uk/people/nando.defreitas/machinelearning/)
- [10-701 Machine Learning - Tom Mitchell, Spring 2011, Carnegie Mellon University](http://www.cs.cmu.edu/~tom/10701_sp11/lectures.shtml) ([Fall 2014](https://www.youtube.com/playlist?list=PL7y-1rk2cCsDZCVz2xS7LrExqidHpJM3B))
- [10-702/36-702 - Statistical Machine Learning - Larry Wasserman, Spring 2016, CMU](http://www.stat.cmu.edu/~larry/=sml/) ([Spring 2015](https://www.youtube.com/playlist?list=PLjbUi5mgii6BWEUZf7He6nowWvGne_Y8r))
- [10-715 Advanced Introduction to Machine Learning - CMU](http://www.cs.cmu.edu/~bapoczos/Classes/ML10715_2015Fall/) ([YouTube](https://www.youtube.com/playlist?list=PL4DwY1suLMkcu-wytRDbvBNmx57CdQ2pJ))
- **Natural Language Processing and Computer Vision**
- [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_))
- [CS 224N - Natural Language Processing, Stanford University](https://www.youtube.com/playlist?list=PLgtM85Maly3n2Fp1gJVvqb0bTC39CPn1N)
- [MOOC - Natural Language Processing - Coursera, University of Michigan](https://www.youtube.com/playlist?list=PLLssT5z_DsK8BdawOVCCaTCO99Ya58ryR)
- [CS 231n - Convolutional Neural Networks for Visual Recognition, Stanford University](https://www.youtube.com/playlist?list=PLLvH2FwAQhnpj1WEB-jHmPuUeQ8mX-XXG)
- [Machine Learning for Computer Vision - TUM](https://www.youtube.com/playlist?list=PLTBdjV_4f-EIiongKlS9OKrBEp8QR47Wl)
- [Lecture: Variational Methods for Computer Vision (Prof. D. Cremers) TUM](https://www.youtube.com/playlist?list=PLTBdjV_4f-EJ7A2iIH5L5ztqqrWYjP2RI)
- [CAP 5415 - Computer Vision, University of Central Florida](http://crcv.ucf.edu/courses/CAP5415/Fall2014/index.php)
- **Misc Machine Learning Topics**
- [CS 6955 - Clustering, Spring 2015, University of Utah](https://www.youtube.com/playlist?list=PLbuogVdPnkCpRvi-qSMCdOwyn4UYoPxTI)
- [Info 290 - Analyzing Big Data with Twitter, UC Berkeley school of information](http://www.ischool.berkeley.edu/newsandevents/audiovideo/webcast/21963)
- [10-725 Convex Optimization: Spring 2015 - CMU](http://www.stat.cmu.edu/~ryantibs/convexopt-S15/)
- [10-801 Advanced Optimization and Randomized Algorithms](https://www.youtube.com/playlist?list=PLjTcdlvIS6cjdA8WVXNIk56X_SjICxt0d)
- [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))
- [CAM 383M - Statistical and Discrete Methods for Scientific Computing, University of Texas](http://granite.ices.utexas.edu/coursewiki/index.php/Main_Page)
- [Statistical Learning- Classification - University of Waterloo](https://uwaterloo.ca/data-science/statistical-learning-classification)
- [9.520 - Statistical Learning Theory and Applications, Fall 2015 - MIT](https://www.youtube.com/playlist?list=PLyGKBDfnk-iDj3FBd0Avr_dLbrU8VG73O)
Machine learning + additional Systems courses
2016-10-21 20:16:36 +00:00
Added multiple UWashington CSEP Courses + DS Sahni
2016-10-23 10:56:59 +00:00
------------------------------
### Concurrency
- [CSE P 506 – Concurrency (Spring 2011) University of Washington](http://courses.cs.washington.edu/courses/csep506/11sp/Home.html) ([Videos](http://courses.cs.washington.edu/courses/csep506/11sp/Videos.html))
- [CSEP 524 - Parallel Computation - University of Washington](http://courses.cs.washington.edu/courses/csep524/10sp/) ([Videos](http://courses.cs.washington.edu/courses/csep524/10sp/lectures/video.html))
- [CS 282 (2014): Concurrent Java Network Programming in Android](https://www.youtube.com/playlist?list=PLZ9NgFYEMxp4KSJPUyaQCj7x--NQ6kvcX)
----------------------------
### Computer Networks
More Comp n/w, OS and Berkeley CS 189
2016-10-23 11:45:45 +00:00
- [Prof. Shiv Kalyanaraman's Online Audio and Video Lectures on Computer Networking](https://www.ecse.rpi.edu/homepages/koushik/shivkuma-teaching/video_index.html)
Caltech, Brown and misc courses added
2016-10-23 15:44:51 +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)
More Comp n/w, OS and Berkeley CS 189
2016-10-23 11:45:45 +00:00
- [Computer Networks, Tanenbaum, Wetherall Computer Networks 5e - Video Lectures](http://media.pearsoncmg.com/ph/streaming/esm/tanenbaum5e_videonotes/tanenbaum_videoNotes.html)
Added multiple UWashington CSEP Courses + DS Sahni
2016-10-23 10:56:59 +00:00
- [CSEP 561: PMP Network Systems, Fall 2013 - University of Washington](http://courses.cs.washington.edu/courses/csep561/13au/) ([Videos](http://courses.cs.washington.edu/courses/csep561/13au/video/))
- [CSEP 561 – Network Systems, Autumn 2008 - University of Washington](http://courses.cs.washington.edu/courses/csep561/08au/) ([Videos](http://courses.cs.washington.edu/courses/csep561/08au/lectures/))
More Comp n/w, OS and Berkeley CS 189
2016-10-23 11:45:45 +00:00
Added multiple UWashington CSEP Courses + DS Sahni
2016-10-23 10:56:59 +00:00
-------------------------------
Machine learning + additional Systems courses
2016-10-21 20:16:36 +00:00
Math, theoretical CS and Security courses
2016-10-22 06:15:56 +00:00
### Math for Computer Scientist
- [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/)
- [6.042J - Mathematics for Computer Science, Spring 15, MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-042j-mathematics-for-computer-science-spring-2015/index.htm)
- [Computer Science 70, 001 - Fall 2012](https://www.youtube.com/playlist?list=PL1A2EBAC4283FE3EA)
ML reorganization + more lectures Prof Roughgarden lectures MOOCs ML section reorganization
2016-10-26 07:00:24 +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/)
Added CMU 15-780 AI course and 10-600
2016-10-24 05:23:13 +00:00
- [10-600 Math Background for ML - CMU](https://www.youtube.com/playlist?list=PL7y-1rk2cCsA339crwXMWUaBRuLBvPBCg)
- [Linear Algebra Review - CMU](http://www.cs.cmu.edu/~zkolter/course/linalg/outline.html)
Math, theoretical CS and Security courses
2016-10-22 06:15:56 +00:00
- [Statistics 110: Probability](https://www.youtube.com/playlist?list=PL2SOU6wwxB0uwwH80KTQ6ht66KWxbzTIo)
- [18.06 - Linear Algebra, Prof. Gilbert Strang, MIT OCW](https://ocw.mit.edu/courses/mathematics/18-06sc-linear-algebra-fall-2011/)
ML reorganization + more lectures Prof Roughgarden lectures MOOCs ML section reorganization
2016-10-26 07:00:24 +00:00
- [36-705 - Intermediate Statistics - Larry Wasserman, CMU](http://www.stat.cmu.edu/~larry/=stat705/)
- [STATS 250 - Introduction to Statistics and Data Analysis, UMichigan](https://www.youtube.com/playlist?list=PL432AB57AF9F43D4F)
- [131B - Introduction to Probability and Statistics, UCI](https://www.youtube.com/playlist?list=PLqOZ6FD_RQ7k-j-86QUC2_0nEu0QOP-Wy)
More categories and courses
2016-10-23 09:06:08 +00:00
- [Multiple View Geometry - Lecture 1 (Prof. Daniel Cremers) TUM](https://www.youtube.com/playlist?list=PLTBdjV_4f-EJn6udZ34tht9EVIW7lbeo4)
ML reorganization + more lectures Prof Roughgarden lectures MOOCs ML section reorganization
2016-10-26 07:00:24 +00:00
- [The Probability and Statistics Full Course - YouTube](https://www.youtube.com/playlist?list=PLLssT5z_DsK_WYzNXVjT695FdxRxvlSF8)
More categories and courses
2016-10-23 09:06:08 +00:00
-------------------------
### Web Programming
- [CS 75 Building Dynamic Websites - Harvard University](http://cs75.tv/2012/summer/)
Added multiple UWashington CSEP Courses + DS Sahni
2016-10-23 10:56:59 +00:00
- [CSEP545: Transaction Processing for E-Commerce, Winter 2012 - University of Washington](http://courses.cs.washington.edu/courses/csep545/12wi/) ([Videos](http://courses.cs.washington.edu/courses/csep545/12wi/video/))
Caltech, Brown and misc courses added
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)
More categories and courses
2016-10-23 09:06:08 +00:00
---------------------------
Math, theoretical CS and Security courses
2016-10-22 06:15:56 +00:00
### Theoretical CS and Programming Languages
- [CS 164 Hack your language, UC Berkeley](https://sites.google.com/a/bodik.org/cs164/home) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PL3A16CFC42CA6EF4F))
- [CS 173 Programming Languages, Brown University](http://cs.brown.edu/courses/cs173/2012/Videos/) ([Book](http://cs.brown.edu/courses/cs173/2012/book/))
- [CS 421 - Programming Languages and Compilers, UIUC](https://courses.engr.illinois.edu/cs421/fa2014/) ([Videos](http://recordings.engineering.illinois.edu/ess/portal/section/631edaeb-2a33-4537-b7c8-0c1cba783a4f))
- [CSC 253 - CPython internals: A ten-hour codewalk through the Python interpreter source code, University of Rochester](http://pgbovine.net/cpython-internals.htm)
More categories and courses
2016-10-23 09:06:08 +00:00
- [CSEP 501 - Compiler Construction, University of Washington](http://courses.cs.washington.edu/courses/csep501/09au/lectures/video.html) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLTPQEx-31JXhfAWGnGzwbfhB2zUB7Jd4C))
Added multiple UWashington CSEP Courses + DS Sahni
2016-10-23 10:56:59 +00:00
- [CSEP 505 Programming Languages, Winter 2015 - University of Washington](http://courses.cs.washington.edu/courses/csep505/15wi/video/)
Math, theoretical CS and Security courses
2016-10-22 06:15:56 +00:00
- [DMFP - Discrete Mathematics and Functional Programming, Wheaton College](http://cs.wheaton.edu/~tvandrun/dmfp/)
- [CS 374 - Algorithms & Models of Computation (Fall 2014), UIUC](https://courses.engr.illinois.edu/cs498374/fa2014/) ([Lecture videos](http://recordings.engineering.illinois.edu/ess/portal/section/115f3def-7371-4e98-b72f-6efe53771b2a))
- [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))
Cornell 4760 microcontrollers course
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))
Math, theoretical CS and Security courses
2016-10-22 06:15:56 +00:00
Computer Organization and Architecture courses
2016-10-22 06:25:18 +00:00
-------------------------------
### Computer Organization and Architecture
- [6.004 - Computation Structures Spring 2013, MIT](https://www.youtube.com/playlist?list=PLrRW1w6CGAcXbMtDFj205vALOGmiRc82-)
- [CS 61C - Machine Structures, UC Berkeley](http://www-inst.eecs.berkeley.edu/~cs61c/sp15/) ([Lectures - YouTube](https://www.youtube.com/playlist?list=PL-XXv-cvA_iCl2-D-FS5mk0jFF6cYSJs_))
- [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))
Added multiple UWashington CSEP Courses + DS Sahni
2016-10-23 10:56:59 +00:00
- [CSEP 548 - Computer Architecture Autumn 2012 - University of Washington](http://courses.cs.washington.edu/courses/csep548/12au/video/index.html)
Computer Organization and Architecture courses
2016-10-22 06:25:18 +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))
More categories and courses
2016-10-23 09:06:08 +00:00
- [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)
Cornell 4760 microcontrollers course
2016-10-25 03:53:18 +00:00
- [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))
Math, theoretical CS and Security courses
2016-10-22 06:15:56 +00:00
-------
### Security
- [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/)
- [CIS 4930/ CIS 5930 - Offensive Computer Security, Florida State University](http://www.cs.fsu.edu/~redwood/OffensiveComputerSecurity/lectures.html)
- [18-636 Browser Security, Stanford](https://courseware.stanford.edu/pg/courses/334553/18636-spring-2013)
AI + CG + Misc courses
2016-10-22 05:41:39 +00:00
-------
### Computer Graphics
More categories and courses
2016-10-23 09:06:08 +00:00
AI + CG + Misc courses
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))
-------
### Misc
Cornell 4760 microcontrollers course
2016-10-25 03:53:18 +00:00
- [CS 193a - Android App Development, Spring 2016, Stanford University](https://web.stanford.edu/class/cs193a/videos.shtml)
AI + CG + Misc courses
2016-10-22 05:41:39 +00:00
- [Skiena's Computational Biology Lectures](http://www.algorist.com/computational_biology/)
- [Skiena's Computational Finance Lectures](http://www.algorist.com/computational_finance/index.html)
- [AM 207 - Monte Carlo Methods and Stochastic Optimization, Harvard University](http://am207.github.io/2016/index.html)
- [CS 193p - Developing Applications for iOS, Stanford University](https://itunes.apple.com/us/course/developing-ios-7-apps-for/id733644550)
- [CS 223A - Introduction to Robotics, Stanford University](http://see.stanford.edu/see/courseinfo.aspx?coll=86cc8662-f6e4-43c3-a1be-b30d1d179743)
- [CS 3152 - Introduction to Computer Game Development, Cornell University](http://www.cs.cornell.edu/courses/CS3152/2014sp/lectures/index.php)
- [Open Sourced Elective: Database and Rails - Intro to Ruby on Rails, University of Texas](http://www.schneems.com/ut-rails/) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PL7A85FD7803A8CB1F))
- [SCICOMP - An Introduction to Efficient Scientific Computation, Universität Bremen](http://mlecture.uni-bremen.de/ml/index.php?option=com_content&view=article&id=233) ([Lectures - Youtube](https://www.youtube.com/user/fillwithlight/videos))
Math, theoretical CS and Security courses
2016-10-22 06:15:56 +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/)
More categories and courses
2016-10-23 09:06:08 +00:00
- [Lecture: Visual Navigation for Flying Robots - TUM](https://www.youtube.com/playlist?list=PLTBdjV_4f-EKeki5ps2WHqJqyQvxls4ha)
- [Image Processing and Analysis (Course) UC Davis](https://www.youtube.com/playlist?list=PLA64AFAE28B8DD0FD)
Added multiple UWashington CSEP Courses + DS Sahni
2016-10-23 10:56:59 +00:00
- [CSEP590A: Practical Aspects of Modern Cryptography, Winter 2011 - University of Washington](http://courses.cs.washington.edu/courses/csep590a/11wi/) ([Videos](http://courses.cs.washington.edu/courses/csep590a/11wi/video/))
- [CSEP 510: Human Computer Interaction](http://courses.cs.washington.edu/courses/csep510/04wi/)
More Comp n/w, OS and Berkeley CS 189
2016-10-23 11:45:45 +00:00
- [CS E-259 XML with Java, Java Servlet, and JSP - Harvard](http://cs259.tv/2007/fall/)
- [CS S-76 Building Mobile Applications - Harvard](http://cs76.tv/2013/summer/)
- [CSE 40373 - Spr 2009: Multimedia Systems](https://www.youtube.com/view_play_list?p=0105F1427EFAEE0A)
Caltech, Brown and misc courses added
2016-10-23 15:44:51 +00:00
- [Introduction to Vision and Robotics](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/ivr.htm)
- [CS147: Introduction to Human-Computer Interaction Design - Stanford](http://hci.stanford.edu/courses/cs147/2015/au/calendar.php)
AI + CG + Misc courses
2016-10-22 05:41:39 +00:00
-------------------------