Hi there from Paolo Perrotta!

Book Links

• Go here for the eBook and here for the paper book.
• Questions, feedback, errata? Come to the forum.

Set-Up Instructions

Here’s how you can set up your system to run the book’s examples.

Additional Material

These articles contain explanations that didn’t fit in the book.

• Of Gradients and Matrices
• The Problem with Accuracy
• Grokking the Cross Entropy Loss
• Killer Combo: Softmax and Cross Entropy
• Neural Networks Visualized (called The Math of Multiple Layers in the book’s first printing)
• Coming Soon: Convolutional Neural Networks in Plain English

Other Articles.

• This Is Machine Learning. A two-posts series that covers the same ground as the book’s first chapter. Here are Part 1: Learning vs. Coding and Part 2: Supervised Learning.
• Google Colab — The First Few Steps. A quick introduction to Google Colab, including an optional hands-on section.