To Code
Languages: Python and R
Frameworks: PyTorch
Older Frameworks: Theano and Lasagne
Example code: NeuralNetwork-Examples
Tutorials
https://aldro61.github.io/microbiome-summer-school-2017/
To Watch
Stanford CS229 – Machine Learning – Andrew Ng
Course Website
YouTube Playlist
Coursera Course
Videos on Academic Torrents
CS231n: Convolutional Neural Networks for Visual Recognition
Course Website
Winter 2016 Videos on Academic Torrents
Spring 2017 Videos on YouTube
Spring 2017 Videos on Academic Torrents
Caltech CS156 – Machine Learning – Yaser Abu-Mostafa
Course Website
YouTube Playlist
Videos on Academic Torrents
CS224d: Deep Learning for Natural Language Processing Videos
Course Website
Videos on Academic Torrents
Neural Networks Video Lectures – Hugo Larochelle
YouTube Playlist
Videos on Academic Torrents
Neural Networks for Machine Learning Coursera Video Lectures – Geoffrey Hinton
Videos on Academic Torrents
To Read
Introduction to Applied Linear Algebra – Boyd and Vandenberghe
Book Website
Deep Learning – Ian Goodfellow and Yoshua Bengio and Aaron Courville
Book Website
Machine Learning: a Probabilistic Perspective – Kevin Patrick Murphy
Book Website
Pattern Recognition and Machine Learning – Christopher M. Bishop
Amazon Listing
Foundations of Machine Learning – Mehryar Mohri
Book Website
For Community
More Lists
Medical Resources