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)
