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

Stanford NLP CS224N

Machine Learning & Deep Learning Tutorials

Deep NLP / Oxford

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

Python Machine Learning / Raschka