Savoga

Notes on probability & statistics

Tools

  • Probabilistic theory
  • Combinatorics
  • Law of large numbers & central limit theorem
  • Expectation
  • Kernels
  • Correlation
  • Relationship metrics
  • Distribution functions
  • Spectral theorem
  • Time series

    • Inferential statistics

  • Likelihood method
  • Expectation-maximization method
  • Hypothesis testing
  • Parametric tests
  • Non parametric tests
  • Fairness metrics

    • Exploratory statistics

  • Distance metrics
  • Principal component analysis

    • Predictive models

  • Linear regression
  • Performance metrics for classification
  • Performance metrics using likelihood



    • Sources:

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