Core Concepts

Introduction to Probability and Probability Distributions

• Probability Basics
• Bayes Theorem
• Naive Bayes
• Discrete and Continous Probability Distributions
• Cumulative distribution Functions

Ways to describe distributions and probability distribution for Multiple Variables

• Different ways to describe distributions including visualizations
• Joint distributions
• Marginal distributions
• Covariance Matrix
• Covariance of Probability Distributions
• Correlation Coefficient
• Multivariate Gaussian Distribution

Sampling and point estimation

• Sampling basics
• Point Estimation Techniques
  • Maximum Likelihood estimation
  • MAP or maximum a posteriori estimation

Confidence Intervals and Hypothesis Testing

• Interval estimation techniques
  • Confidence Interval
  • Hypothesis Testing