This page provides some useful Linear Algebra resources for machine learning.

**(Note:** I won’t update this page any more — I have a new page in a bigger AI, ML, and DL series. Check **here **for the new page.)

- Machine Learning – 03. Linear Algebra Review (YouTube playlist, 6 videos)
**Linear Algebra for Machine Learning**(by on December 24, 2014 in Start Machine Learning)**Python Introduction and Linear Algebra Review**(2017, Stanford, pdf) – used Python 2.7**Linear Algebra and Python Basics (2017) – pdf**- Python Tutorial:
**NumPy Matrix and Linear Algebra**(2017, Bogotobogo, pdf) **Linear algebra explained in four pages**(pdf)**basic linear algebra with Python**(**GitHub repo**,**the main ipython notebook**)**Scipy Tutorial: Vectors and Arrays (Linear Algebra) – 2017****A comprehensive beginners guide to Linear Algebra for Data Scientists (2017)**- Linear Algebra with Python (2013)