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Linear_algebra_library_python

Mini Linear Algebra Library for AI & Computer Vision

A pure Python linear algebra library designed to demystify the math behind machine learning and computer vision — one matrix at a time.

This project rebuilds foundational vector and matrix operations from scratch, with real-world use cases in:

  • Neural networks
  • Linear regression & PCA
  • Image transformations
  • 3D pose estimation

Features

  • Vector and Matrix classes with core operations
  • Affine transformations (rotation, scaling, translation)
  • Solving systems of equations (Gaussian elimination)
  • Least squares regression solver
  • PCA from scratch (eigen decomposition)
  • Image point transformation demo
  • No external libraries like NumPy or SciPy used

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