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Introduction to Linear Algebra
In this module, we're going to explore the essential ideas of linear algebra from a practical standpoint. You'll see how these basic concepts are actually the building blocks for some of the most powerful machine learning algorithms ever created.
Vectors
Notebook
Operations on vectors
Notebook
Similarity between vectors
Notebook
Manhattan distance
Exercise
The dot product
Notebook
Matrices and linear transformations
Notebook
Build your own transformations
Exercise
Determinants
Notebook
Rank
Notebook
Inverse of a matrix
Notebook
Eigenvalues and eigenvectors
Notebook
Linear algebra in Python
Notebook
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