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@ -30,6 +30,8 @@ Table of Contents
- [Security](#security)
- [Computer Graphics](#computer-graphics)
- [Image Processing and Computer Vision](#image-processing-and-computer-vision)
- [Computational Biology](#computational-biology)
- [Robotics](#robotics)
- [Misc](#misc)
Courses
@ -59,6 +61,7 @@ Courses
- [Engineering 7 - Introduction to Computer Programming for Scientists and Engineers - UC Berkeley](https://itunes.apple.com/us/itunes-u/engineering-7-001-fall-2009/id354821676)
- [CS105: Great Insights in Computer Science (Spring 2007) - Rutgers, The State University of New Jersey](https://itunes.apple.com/us/course/cs105-great-insights-in-computer/id698728833)
- [CS110-Introduction to Computing, Fall 2011 - Rutgers, The State University of New Jersey](https://itunes.apple.com/us/course/cs110-introduction-to-computing/id681331934)
- [Computer Programming: Skills and Concepts 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/cp.htm)
------
@ -86,6 +89,7 @@ Courses
- [CS 170 Algorithms - Spring 2015 - UCBerkeley](https://www.youtube.com/playlist?list=PL-XXv-cvA_iDbtIylJDpPPJfaFweeaR-3)
- [COP 5536 Advanced Data Structures, Prof Sahni - UFL](http://www.cise.ufl.edu/~sahni/cop5536/index.html) ([Videos](http://www.cise.ufl.edu/academics/courses/preview/cop5536sahni/))
- [CS 261 - A Second Course in Algorithms, Stanford University](http://theory.stanford.edu/~tim/w16/w16.html) ([Lectures](http://theory.stanford.edu/~tim/w16/w16.html)) ([Youtube](https://www.youtube.com/playlist?list=PLEGCF-WLh2RJh2yDxlJJjnKswWdoO8gAc))
- [Informatics 2B - Algorithms, Data Structures and Learning- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2013/inf2b-adsl.htm)
- [CS 224 - Advanced Algorithms, Harvard University](http://people.seas.harvard.edu/~minilek/cs224/fall14/index.html) ([Lecture Videos](http://people.seas.harvard.edu/~minilek/cs224/fall14/lec.html)) ([Youtube](https://www.youtube.com/playlist?list=PL2SOU6wwxB0uP4rJgf5ayhHWgw7akUWSf))
- [ECS 122A - Algorithm Design and Analysis, UC Davis](http://web.cs.ucdavis.edu/~gusfield/cs122f10/videolist.html)
- [CSEP 521: Applied Algorithms, Winter 2013 - University of Washington](http://courses.cs.washington.edu/courses/csep521/13wi/) ([Videos](http://courses.cs.washington.edu/courses/csep521/13wi/video/))
@ -158,7 +162,6 @@ Courses
- [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)
- [FIT9003 Database Systems Design, Rob Meredith, Monash University](https://itunes.apple.com/us/podcast/fit9003-database-systems-design/id306569364?ign-mpt=uo%3D8)
- [Database Management Systems, Aduni](http://aduni.org/courses/databases/index.php?view=cw)
- [FIT9003 Database Systems Design - Monash University](https://itunes.apple.com/us/podcast/fit9003-database-systems-design/id306569364)
- [D4M: Signal Processing on Databases](https://ocw.mit.edu/resources/res-ll-005-d4m-signal-processing-on-databases-fall-2012/lecture-notes-and-class-videos/)
@ -181,6 +184,9 @@ Courses
- [Software Design, Modelling and Analysis in UML - WS 2012 - Universität Freiburg](https://electures.informatik.uni-freiburg.de/portal/web/guest/detail/-/modulnavigation/view/5405/16022/)
- [MOOC: Software Architecture & Design - Udacity](https://www.youtube.com/playlist?list=PLAwxTw4SYaPkMTetlG7xKWaI5ZAZFX8fL)
- [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)
- [Informatics 2C - Software Engineering 2014/15- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2014/inf2SE.htm)
------------------------------
@ -192,6 +198,8 @@ Courses
- [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)
- [Advanced AI Techniques - WS 2005 - Universität Freiburg](https://electures.informatik.uni-freiburg.de/portal/web/guest/detail/-/modulnavigation/view/1/349/) ([WS 2004](https://electures.informatik.uni-freiburg.de/portal/web/guest/detail/-/modulnavigation/view/2/335/))
- [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)
--------------
@ -215,6 +223,8 @@ Courses
- [CS 485/685 Machine Learning, Shai Ben-David, University of Waterloo](https://www.youtube.com/channel/UCR4_akQ1HYMUcDszPQ6jh8Q/videos)
- [Information Theory, Pattern Recognition, and Neural Networks - University of Cambridge](http://www.inference.phy.cam.ac.uk/itprnn_lectures/)
- [Machine Learning and Data Mining - WS 2004 - Universität Freiburg](https://electures.informatik.uni-freiburg.de/portal/web/guest/detail/-/modulnavigation/view/75/3164/)
- [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)
- **Data Mining**
- [CSEP 546, Data Mining - Pedro Domingos, Sp 2016 - University of Washington](https://courses.cs.washington.edu/courses/csep546/16sp/) ([YouTube](https://www.youtube.com/playlist?list=PLTPQEx-31JXgtDaC6-3HxWcp7fq4N8YGr))
- [CS 5140/6140 - Data Mining, Spring 2016, University of Utah](https://www.cs.utah.edu/~jeffp/teaching/cs5140.html) ([Youtube](https://www.youtube.com/playlist?list=PLbuogVdPnkCpXfb43Wvc7s5fXWzedwTPB))
@ -235,6 +245,7 @@ Courses
- [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)
- [Probabilistic Models - UNIVERSITY OF HELSINKI](https://www.cs.helsinki.fi/en/courses/582636/2015/K/K/1)
- [Probabilistic Modelling and Reasoning 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/pmr.htm)
- **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)
@ -255,8 +266,10 @@ Courses
- [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 Robotics and Computer Vision, WS 2013/2014 - TU München](http://vision.in.tum.de/teaching/ws2013/ml_ws13) ([YouTube](https://www.youtube.com/playlist?list=PLTBdjV_4f-EIiongKlS9OKrBEp8QR47Wl))
- [INFORMATICS 1 COGNITIVE SCIENCE - University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/inf1cs.htm)
- [INFORMATICS 2A: PROCESSING FORMAL AND NATURAL LANGUAGES (2016-17) - University of Edinburgh](http://www.inf.ed.ac.uk/teaching/courses/inf2a/schedule.html)
- [Informatics 1: Cognitive Science 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/inf1cs.htm)
- [Informatics 2A - Processing Formal and Natural Languages 2016-17 - University of Edinburgh](http://www.inf.ed.ac.uk/teaching/courses/inf2a/schedule.html)
- [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)
- **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://blogs.ischool.berkeley.edu/i290-abdt-s12/) ([YouTube](https://www.youtube.com/playlist?list=PLE8C1256A28C1487F))
@ -271,6 +284,7 @@ Courses
- [Statistical Inference in Big Data - University of Toronto](http://fields2015bigdata2inference.weebly.com/materials.html)
- [10-725 Optimization Fall 2012 - CMU](http://www.cs.cmu.edu/~ggordon/10725-F12/schedule.html)
- [10-801 Advanced Optimization and Randomized Methods - CMU](http://www.cs.cmu.edu/~suvrit/teach/aopt.html) ([YouTube](https://www.youtube.com/playlist?list=PLjTcdlvIS6cjdA8WVXNIk56X_SjICxt0d))
- [Reinforcement Learning 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/rl.htm)
------------------------------
@ -338,6 +352,7 @@ Courses
- [Advanced Scientific Computing: Numerical Methods, Fall 2013 - Harvard University](http://iacs-courses.seas.harvard.edu/courses/am205/fall13/)
- [Introduction to Numerical Analysis I - NCSU](http://www4.ncsu.edu/~ctk/ma580.html)
- [INTRODUCTION TO MATRIX ALGEBRA](http://ma.mathforcollege.com/youtube/index.html)
- [DISCRETE MATHEMATICS AND MATHEMATICAL REASONING 2015/16- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/dmmr.htm)
-------------------------
@ -415,6 +430,7 @@ Courses
- [System Validation, TU Delft](https://ocw.tudelft.nl/courses/system-validation/)
- [INFORMATICS 2C - INTRODUCTION TO COMPUTER SYSTEMS (AUTUMN 2016) - University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2014/inf2c-cs.htm)
- [ECE 498AL: Programming Massively Parallel Processors](https://nanohub.org/resources/7225)
- [Parallel Architectures 2012/13- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2012/pa.htm)
-------
@ -473,38 +489,44 @@ Courses
- [MOOC: Digital Image procesing - Duke/Coursera](https://www.youtube.com/playlist?list=PLZ9qNFMHZ-A79y1StvUUqgyL-O0fZh2rs)
- [MOOC: Introduction to Computer Vision - Udacity](https://www.youtube.com/playlist?list=PLAwxTw4SYaPnbDacyrK_kB_RUkuxQBlCm)
--------------------------
--------------------------------
### Computational Biology
- [Skiena's Computational Biology Lectures](http://www.algorist.com/computational_biology/)
- [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)
- [Bio 84: Your Genes and Your Health, Stanford University](http://bio84.stanford.edu/)
- [BioMedical Informatics 231 Computational Molecular Biology, Stanford University](http://biochem218.stanford.edu/)
- [BioMedical Informatics 258 Genomics, Bioinformatics & Medicine, Stanford University](http://biochem158.stanford.edu/)
- [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))
- [Bioinformatic II - WS 2010 - Universität Freiburg](https://electures.informatik.uni-freiburg.de/portal/web/guest/detail/-/modulnavigation/view/3013/10069/)
- [7.32 Systems Biology, Fall 2014 - MIT OCW](https://ocw.mit.edu/courses/physics/8-591j-systems-biology-fall-2014/)
- [AN INTRODUCTION TO SYSTEMS BIOLOGY](http://www.weizmann.ac.il/mcb/UriAlon/introduction-systems-biology-design-principles-biological-circuits)
- [Introduction to Bioinformatics, METUOpenCourseWare](https://www.youtube.com/playlist?list=PLuiPz6iU5SQ-PAjlyz4b3EIIQ6dpZ2DE_)
- [MOOC: Algorithms for DNA Sequencing, Coursera](https://www.youtube.com/playlist?list=PL2mpR0RYFQsBiCWVJSvVAO3OJ2t7DzoHA)
----------------------------------
### Robotics
- [6.832 Underactuated Robotics - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-832-underactuated-robotics-spring-2009/)
- [CS 223A - Introduction to Robotics, Stanford University](https://see.stanford.edu/Course/CS223A)
- [CMPE 118/L(218/L) - Mechatronics - Fall 2015](https://classes.soe.ucsc.edu/cmpe118/Fall15/)
- [CS 287: Advanced Robotics, Fall 2011, UC Berkeley](https://people.eecs.berkeley.edu/~pabbeel/cs287-fa11/) ([Videos](http://rll.berkeley.edu/cs287/lecture_videos/))
- [Lecture: Visual Navigation for Flying Robots](http://vision.in.tum.de/teaching/ss2012/visnav2012) ([YouTube](https://www.youtube.com/playlist?list=PLTBdjV_4f-EKeki5ps2WHqJqyQvxls4ha))
- [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))
- [Robotics 2, Prof. De Luca, Università di Roma](http://www.diag.uniroma1.it/~deluca/rob2_en/material_rob2_en.html)
- [Robot Mechanics and Control, SNU](https://www.youtube.com/playlist?list=PLkjy3Accn-E7mlbuSF4aajcMMckG4wLvW)
- [Robot Mapping - WS 2013/14 - Universität Freiburg](http://ais.informatik.uni-freiburg.de/teaching/ws13/mapping/) ([YouTube](https://www.youtube.com/playlist?list=PLgnQpQtFTOGQrZ4O5QzbIHgl3b1JHimN_))
- [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)
----------------------------------
### Misc
- Computational Biology
- [Skiena's Computational Biology Lectures](http://www.algorist.com/computational_biology/)
- [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)
- [Bio 84: Your Genes and Your Health, Stanford University](http://bio84.stanford.edu/)
- [BioMedical Informatics 231 Computational Molecular Biology, Stanford University](http://biochem218.stanford.edu/)
- [BioMedical Informatics 258 Genomics, Bioinformatics & Medicine, Stanford University](http://biochem158.stanford.edu/)
- [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))
- [Bioinformatic II - WS 2010 - Universität Freiburg](https://electures.informatik.uni-freiburg.de/portal/web/guest/detail/-/modulnavigation/view/3013/10069/)
- [7.32 Systems Biology, Fall 2014 - MIT OCW](https://ocw.mit.edu/courses/physics/8-591j-systems-biology-fall-2014/)
- [AN INTRODUCTION TO SYSTEMS BIOLOGY](http://www.weizmann.ac.il/mcb/UriAlon/introduction-systems-biology-design-principles-biological-circuits)
- [Introduction to Bioinformatics, METUOpenCourseWare](https://www.youtube.com/playlist?list=PLuiPz6iU5SQ-PAjlyz4b3EIIQ6dpZ2DE_)
- [MOOC: Algorithms for DNA Sequencing, Coursera](https://www.youtube.com/playlist?list=PL2mpR0RYFQsBiCWVJSvVAO3OJ2t7DzoHA)
- Computational Finance
- [Skiena's Computational Finance Lectures](http://www.algorist.com/computational_finance/index.html)
- [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/)
- Robotics
- [6.832 Underactuated Robotics - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-832-underactuated-robotics-spring-2009/)
- [CS 223A - Introduction to Robotics, Stanford University](https://see.stanford.edu/Course/CS223A)
- [CMPE 118/L(218/L) - Mechatronics - Fall 2015](https://classes.soe.ucsc.edu/cmpe118/Fall15/)
- [CS 287: Advanced Robotics, Fall 2011, UC Berkeley](https://people.eecs.berkeley.edu/~pabbeel/cs287-fa11/) ([Videos](http://rll.berkeley.edu/cs287/lecture_videos/))
- [Lecture: Visual Navigation for Flying Robots](http://vision.in.tum.de/teaching/ss2012/visnav2012) ([YouTube](https://www.youtube.com/playlist?list=PLTBdjV_4f-EKeki5ps2WHqJqyQvxls4ha))
- [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))
- [Robotics 2, Prof. De Luca, Università di Roma](http://www.diag.uniroma1.it/~deluca/rob2_en/material_rob2_en.html)
- [Robot Mechanics and Control, SNU](https://www.youtube.com/playlist?list=PLkjy3Accn-E7mlbuSF4aajcMMckG4wLvW)
- [Robot Mapping - WS 2013/14 - Universität Freiburg](http://ais.informatik.uni-freiburg.de/teaching/ws13/mapping/) ([YouTube](https://www.youtube.com/playlist?list=PLgnQpQtFTOGQrZ4O5QzbIHgl3b1JHimN_))
- [SLAM Lectures](https://www.youtube.com/playlist?list=PLpUPoM7Rgzi_7YWn14Va2FODh7LzADBSm)
- HCI
- [CS147: Introduction to Human-Computer Interaction Design - Stanford](http://hci.stanford.edu/courses/cs147/2015/au/calendar.php)
- [CSEP 510: Human Computer Interaction](http://courses.cs.washington.edu/courses/csep510/04wi/)
@ -524,5 +546,6 @@ Courses
- [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)
- [Informatics 1: Data & Analysis 2014/15- University of Edinburgh](http://groups.inf.ed.ac.uk/vision/VIDEO/2014/da.htm)
-------------------------

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