Statistics & Data

Mean, Median, Mode

Range & Spread

Histograms & Box Plots

Correlation & Scatter Plots

Introduction to Probability

Random Variables & Probability Distributions

The Normal Distribution

Sampling & the Central Limit Theorem

Analysis of Variance (ANOVA)

Chi-Squared Tests for Categorical Data

Confidence Intervals

Hypothesis Testing Fundamentals

T-Tests for Means

Introduction to Linear Regression

Non-Parametric Tests: Alternatives to T-Tests and ANOVA

Multiple Linear Regression

Regression Diagnostics and Model Selection

Logistic Regression for Binary Outcomes

Introduction to Time Series Analysis

A/B Testing and Experimental Design