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Online-Videos

Short list of videos and online courses about machine learning, algorithms and programming.

Machine learning

Online courses

[Machine Learning (Andrew Ng, Stanford)] (https://www.coursera.org/learn/machine-learning)

[Neural Networks for Machine Learning (Geoffrey Hinton, University of Toronto)] (https://www.coursera.org/learn/neural-networks/)

[Machine Learning by Georgia Tech (Michael Littman, Charles Isbell and Pushkar Kolhe)] (https://www.udacity.com/course/machine-learning--ud262)

[Deep Learning by Google (Vincent Vanhoucke and Arpan Chakraborty)] (https://www.udacity.com/course/deep-learning--ud730)

Course videos

[Introduction to Deep Learning (Nvidia)] (https://nvidia.qwiklab.com/focuses/preview/223?locale=en)

[Getting Started with Deep Learning (Nvidia)] (https://nvidia.qwiklab.com/focuses/preview/1579?locale=en)

[CS231n: Convolutional Neural Networks for Visual Recognition (Stanford, Winter 2016)] (https://www.youtube.com/playlist?list=PLLvH2FwAQhnpj1WEB-jHmPuUeQ8mX-XXG)

[Deep learning (Nando de Freitas, Oxford, 2015)] (https://www.youtube.com/playlist?list=PLE6Wd9FR--EfW8dtjAuPoTuPcqmOV53Fu)

[Neural networks class (Hugo Larochelle, Université de Sherbrooke, 2013)] (https://www.youtube.com/playlist?list=PL6Xpj9I5qXYEcOhn7TqghAJ6NAPrNmUBH)

Talks

[Deep Learning (Geoffrey Hinton, 2016)] (https://www.youtube.com/watch?v=VhmE_UXDOGs)

[Introduction to Deep Learning & Deep Belief Nets (Geoffrey Hinton, 2015)] (https://www.youtube.com/watch?v=GJdWESd543Y)

Algorithms

Online courses

[Algorithm Specialization (Stanford)] (https://www.coursera.org/specializations/algorithms)

[Algorithms (Kevin Wayne and Robert Sedgewick, Princeton)] (https://www.coursera.org/learn/introduction-to-algorithms)

Course videos

[AVL Trees, AVL Sort (Erik Demaine, MIT, 2013)] (https://www.youtube.com/watch?v=FNeL18KsWPc)

[Counting Sort, Radix Sort, Lower Bounds for Sorting (Erik Demaine, MIT, 2013)] (https://www.youtube.com/watch?v=Nz1KZXbghj8&spfreload=1)

Parallel Computing

Online courses

[Intro to Parallel Programming by Nvidia (David Luebke, John Owens, Mike Roberts and Cheng-Han Lee)] (https://www.udacity.com/course/intro-to-parallel-programming--cs344)

[High Performance Computing by Georgia Tech (Rich Vuduc and Catherine Gamboa)] (https://www.udacity.com/course/high-performance-computing--ud281)

Talks

[The C++17 Parallel Algorithms Library and Beyond (Bryce Adelstein Lelbach, CppCon 2016)] (https://www.youtube.com/watch?v=Vck6kzWjY88&index=20&list=PLHTh1InhhwT7J5jl4vAhO1WvGHUUFgUQH)

[he Continuing Future of C++ Concurrency (Anthony Williams, CppCon 2016)] (https://www.youtube.com/watch?v=FaHJOkOrfNo&index=50&list=PLHTh1InhhwT7J5jl4vAhO1WvGHUUFgUQH)

[Bringing Clang and C++ to GPUs: An Open-Source, CUDA-Compatible GPU C++ Compiler (Justin Lebar, CppCon 2016)] (https://www.youtube.com/watch?v=KHa-OSrZPGo&index=67&list=PLHTh1InhhwT7J5jl4vAhO1WvGHUUFgUQH)

C++ in general

Talks

[Leak-Freedom in C++... By Default. (Herb Sutter, CppCon 2016)] (https://www.youtube.com/watch?v=JfmTagWcqoE&index=6&list=PLHTh1InhhwT7J5jl4vAhO1WvGHUUFgUQH)

[Template Normal Programming (Arthur O'Dwyer, CppCon 2016)] (https://www.youtube.com/watch?v=vwrXHznaYLA&index=11&list=PLHTh1InhhwT7J5jl4vAhO1WvGHUUFgUQH)

[Implementing static control flow in C++14 (Vittorio Romeo, CppCon 2016)] (https://www.youtube.com/watch?v=aXSsUqVSe2k&index=17&list=PLHTh1InhhwT7J5jl4vAhO1WvGHUUFgUQH)

[All Your Tests are Terrible... (T. Winters and H. Wright, CppCon 2015)] (https://www.youtube.com/watch?v=u5senBJUkPc&list=PLHTh1InhhwT75gykhs7pqcR_uSiG601oh&index=103)

[C++ Metaprogramming: A Paradigm Shift (Louis Dionne, CppCon 2015)] (https://www.youtube.com/watch?v=cg1wOINjV9U&list=PLHTh1InhhwT75gykhs7pqcR_uSiG601oh&index=10)

[Expression Templates - Past, Present, Future (Joel Falcou, CppCon 2015)] (https://www.youtube.com/watch?v=IiVl5oSU5B8&list=PLHTh1InhhwT75gykhs7pqcR_uSiG601oh&index=7)

[Ranges for the Standard Library (Eric Niebler, CppCon 2015)] (https://www.youtube.com/watch?v=mFUXNMfaciE&list=PLHTh1InhhwT75gykhs7pqcR_uSiG601oh&index=5&t=6s)

[Tuning C++: Benchmarks, and CPUs, and Compilers! Oh My! (Chandler Carruth, CppCon 2015)] (https://www.youtube.com/watch?v=nXaxk27zwlk&list=PLHTh1InhhwT75gykhs7pqcR_uSiG601oh&index=4&t=30s)

[Writing Good C++14 (Bjarne Stroustrup, CppCon 2015)] (https://www.youtube.com/watch?v=1OEu9C51K2A&list=PLHTh1InhhwT75gykhs7pqcR_uSiG601oh&index=1)

[Writing Good C++14... By Default (Herb Sutter, CppCon 2015)] (https://www.youtube.com/watch?v=hEx5DNLWGgA&list=PLHTh1InhhwT75gykhs7pqcR_uSiG601oh&index=2)

[Modern Template Metaprogramming: A Compendium Walter E. Brown, CppCon 2014)] (https://www.youtube.com/watch?v=Am2is2QCvxY)