inner-outer-space/numpy

numpy class at Data Science Retreat in Berlin

NumPy

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

1. vector.ipynb - single dimension arrays
2. matrix.ipynb - two dimensional arrays
3. tensor.ipynb - n dimensional arrays
4. practical.ipnb - exercises

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:

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