Machine Learning Resources
Machine Learning Resources
Deep Learning Software
Keras - high level nn API that runs on top of TensorFlow or Theano. A good place to start.
TensorFlow - library for distributed numerical computation and data flow graphs.
Theano - popular Python library.
mxnet - fast and flexible. Originally from University of Washington and Carnegie Mellon University adopted by AWS and now an Apache incubator project.
Microsoft Cognitive Toolkit (CNTK) - Microsoft's Cognitive Toolkit.
neon Intel/Nervana's framework.
DeepLearning4J - commercial grade library for Java.
Cortex - new library for Clojure from ThinkTopic and Mike Anderson.
H20 - interesting application with many different algorithms.
Torch - popular libary based on Lua.
PyTorch - Python based framework from Facebook based on Torch.
Caffe - popular library for images and CNNs.
Natural Language Processing (NLP) / Natural Language Understanding (NLU)
Natural Language Toolkit - the leading platform for NLP education and exploration.
spaCy - newer more production oriented, minimal and opinionated.
gensim - topic modelling for humans.
Online Courses
Practical Deep Learning for Coders / Fast.ai - great hands on class from Geremy Howard and Rachel Thomas Self Driving Cars / MIT
Deep Reinforcement Learning / Berkely
AI Principles and Techniques / Stanford
Machine Learning & Deep Learning Tutorials
Tensorflow for Deep Learning Research / Stanford CS20SI
Books
Deep Learning / Goodfellow, Bengio and Courville - text book by top DL scientists.
Deep Learning with Python / Chollet - from the author of Keras.
Deep Learning: A Practitioner's Approach / Patterson and Gibson - from the authors DeepLearning4j.
Fundamentals of Deep Learning / Buduma and Locascio
Hands-On Machine Learning with Scikit-Learn and TensorFlow / Geron