ML First Principles

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Models

9 items under this folder.

  • Jun 23, 2026

    Convolutional Neural Network

    • model
    • deep-learning
    • cnn
    • first-principles
    • suryansh.co
  • Jun 23, 2026

    Decision Tree

    • model
    • classification
    • regression
    • tree
    • first-principles
    • suryansh.co
  • Jun 23, 2026

    Gradient Boosting Tree

    • model
    • ensemble
    • boosting
    • first-principles
    • suryansh.co
  • Jun 23, 2026

    Hidden Markov Model

    • model
    • probabilistic
    • sequential
    • first-principles
    • suryansh.co
  • Jun 23, 2026

    Linear Discriminant Analysis

    • model
    • dimensionality-reduction
    • supervised
    • first-principles
    • suryansh.co
  • Jun 23, 2026

    Linear Regression

    • model
    • regression
    • first-principles
    • suryansh.co
  • Jun 23, 2026

    Naive Bayes

    • model
    • classification
    • probabilistic
    • first-principles
    • suryansh.co
  • Jun 23, 2026

    Principal Component Analysis

    • model
    • dimensionality-reduction
    • unsupervised
    • first-principles
    • suryansh.co
  • Jun 23, 2026

    Random Forest

    • model
    • ensemble
    • classification
    • regression
    • first-principles
    • suryansh.co

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