Programming machine learning: from coding to deep learning

Part 1. From zero to image recognition. How machine learning works

Your first learning program

Walking the gradient

Hyperspace!

A discerning machine

Getting real

The final challenge

The perceptron

Part 2. Neural networks. Designing the network

Building the network

Training the network

How classifiers work

Batchin' up

The zen of testing

Let's do development

Part 3. Deep learning. A deeper kind of netowork

Defeating overfitting

Taming deep networks

Beyond vanilla networks

Into the deep

Just enough Python

The words of machine learning.