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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

Matrix Cookbook

A Visual Intro to NumPy and Data Representation

Understanding the internals of NumPy to avoid unnecessary array copying

Scipy lectures: