Skip to main content

Statistics

Concepts​

  • Measures of Central Tendency: Mean, Median, Mode
  • Variance
  • The Central Limit Theorem
  • Estimators
    • Method of Least Squares
    • Maximum Likelihood Estimation
    • Maximum A Posteriori Estimation

Randomness​

  • Random Variables
  • Covariance
  • Sampling
  • Estimation
  • Bootstrapping

Hypothesis Testing​

Theory​

  • p-value
  • Null hypothesis
  • Confidence Intervals
  • Credible Intervals

Practice​

  • X2\Chi^2-squared Test
  • t-Test
  • ANOVA
  • Pearson Correlation
  • Non-parametric Tests

Prediction​

  • Regression
    • Linear
    • Multivariate
    • Logistic
    • Ridge
    • LASSO
  • Convex Optimization
  • Machine Learning