1. Mxnet The Straight DopeAn interactive book on deep learning. Much easy, so MXNet. Wow. [Straight Dope is growing up] ---> Much of this content has been incorporated into the new Dive into Deep Learning Book available at https://d2l.ai/.
3. machine-learning-resourcesA (possibly/eventually annotated?) collection of resources (books, demos, lectures, etc) that I personally like for various topics in machine learning.