NumPy

A one day course introducing NumPy and linear algebra. The course is split into three notebooks:

1. vector.ipynb - single dimension arrays
2. matrix.ipynb - two dimensional arrays
3. tensor.ipynb - n dimensional arrays

Resources & further reading

Chapter 2 of Deep Learning - Ian Goodfellow, Yoshua Bengio and Aaron Courville

Array programming with NumPy - Nature

Matrix Cookbook

A Visual Intro to NumPy and Data Representation

Understanding the internals of NumPy to avoid unnecessary array copying

Scipy lectures:

• 1.3. NumPy: creating and manipulating numerical data
• 2.2. Advanced NumPy