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linear-transformations

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Linear-Algebra-With-Python

Lecture Notes for Linear Algebra Featuring Python. This series of lecture notes will walk you through all the must-know concepts that set the foundation of data science or advanced quantitative skillsets. Suitable for statistician/econometrician, quantitative analysts, data scientists and etc. to quickly refresh the linear algebra with the assis…

  • Updated Sep 5, 2024
  • Jupyter Notebook

Vectors, matrices, linear equations, Gaussian elimination, vector geometry with dot product and vector product, determinants, vector spaces, linear independence, bases, change of basis, linear transformations, the least-squares method, eigenvalues, eigenvectors, quadratic forms, orthogonality, inner-product space, Gram-Schmidt's method.

  • Updated Nov 12, 2020

This repository archives bilingual lecture notes for a computer linear algebra course, covering vectors and matrices, linear equations, vector spaces and subspaces, orthogonality and least squares, determinants, eigenvalues, the singular value decomposition, linear transformations, and optimization based on Strang's Introduction to Linear Algebra.

  • Updated Oct 19, 2026

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