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.

• PyTorch - Python based framework from Facebook based on Torch.

• mxnet - fast and flexible. Originally from University of Washington and Carnegie Mellon University adopted by AWS and now an Apache incubator project.

• H20 - interesting application with many different algorithms.

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

• Hands-On Machine Learning with Scikit-Learn and TensorFlow / Geron

• Deep Learning with Python / Chollet - from the author of Keras.

• Deep Learning / Goodfellow, Bengio and Courville - text book by top DL scientists.

• Python Machine Learning / Raschka