numpy-neural-networks

A collection of notebooks to organize my thoughts as I dive into deep learning. Thanks to Eric Postma for suggesting this learning path.

Links to nbviewer (for nicer LaTeX rendering):

1. Single Layer Perceptron

2. Multi-Layer Perceptron

3. Improved training methods: Mini-batches, momentum, and learning rate decay

4. Preventing overfitting: weight regularization and dropout