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
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.