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Linear algebra is an important foundation area of mathematics required for achieving a deeper understanding of machine learning algorithms. Below is the 3 step process that you can use to get up-to-speed with linear algebra for machine learning, fast. You can see all linear algebra posts here. Below is a selection of some of the most popular tutorials. Machine learning is about machine learning algorithms.