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Mathematics

Mathematics

Jul 31, 20261 min read

  • mathematics
  • linear-algebra

Purpose

The math section is still small, but it is here because several other branches need it. Linear algebra supports the machine learning notes and parts of the systems material that lean on matrix notation or vector spaces.

Notes

  • Elementary Linear Algebra
  • Linear Algebra Cheatsheet
  • Python Cheatsheet

5 items under this folder.

  • linear-algebra

    • probability

      • Aug 01, 2026

        Convexity, Lagrangians, and KKT Conditions

        • convex-optimization
        • lagrangians
        • duality
        • kkt
        • constrained-optimization
      • Aug 01, 2026

        Matrix Calculus for Machine Learning

        • matrix-calculus
        • gradients
        • jacobians
        • hessians
        • optimization
        • backpropagation
      • Aug 01, 2026

        Numerical Optimization for Machine Learning

        • optimization
        • gradient-descent
        • sgd
        • momentum
        • adam
        • learning-rate-schedules

      Created with Quartz v5.0.0 © 2026

      • GitHub