ML First Principles

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Foundations

Foundations

7 items under this folder.

  • Jun 23, 2026

    Calculus

    • foundation
    • calculus
    • first-principles
    • suryansh.co
  • Jun 23, 2026

    Distance & Similarity

    • foundation
    • distance
    • similarity
    • first-principles
    • suryansh.co
  • Jun 23, 2026

    Information Theory

    • foundation
    • information-theory
    • first-principles
    • suryansh.co
  • Jun 23, 2026

    Linear Algebra

    • foundation
    • linear-algebra
    • first-principles
    • suryansh.co
  • Jun 23, 2026

    Optimization & Gradient Descent

    • foundation
    • optimization
    • gradient-descent
    • first-principles
    • suryansh.co
  • Jun 23, 2026

    Probability & Distributions

    • foundation
    • probability
    • statistics
    • first-principles
    • suryansh.co
  • Jun 23, 2026

    Statistics & Bias-Variance

    • foundation
    • statistics
    • bias-variance
    • first-principles
    • suryansh.co

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