• Course Structure & Outline Free
  • About This Series Free
  • Setting Expectations Free

  • Supervised vs. Unsupervised Learning Free
  • RECAP: Key Concepts Free
  • Regression 101 Free
  • Regression Workflow Free
  • Feature Engineering Free
  • Splitting & Overfitting Free
  • Prediction vs. Root-Cause Analysis Free
  • QUIZ: Intro to Regression Free

  • Intro to Regression Modeling Free
  • Linear Relationships Pro
  • Least Squared Error Pro
  • Univariate Linear Regression Pro
  • CASE STUDY: Univariate Linear Regression Pro
  • INTERACTIVE LAB: Linear Regression Pro
  • Multiple Linear Regression Pro
  • Non-Linear Regression Pro
  • CASE STUDY: Non-Linear Regression Pro
  • QUIZ: Regression Modeling Pro

  • Intro to Model Diagnostics Pro
  • Sample Model Output Pro
  • R-Squared Pro
  • Mean Error Metrics (MSE, MAE, MAPE) Pro
  • Homoskedasticity Pro
  • Null Hypothesis Pro
  • F-Significance Pro
  • T-Values & P-Values Pro
  • Multicollinearity Pro
  • Variance Inflation Factor Pro
  • RECAP: Sample Model Output Pro
  • QUIZ: Model Diagnostics Pro

  • Intro to Forecasting Pro
  • Seasonality Pro
  • Auto Correlation Function Pro
  • CASE STUDY: Seasonality with ACF Pro
  • One-Hot Encoding Pro
  • CASE STUDY: Seasonality with One-Hot Encoding Pro
  • Linear Trending Pro
  • CASE STUDY: Seasonality with Linear Trend Pro
  • Smoothing Pro
  • CASE STUDY: Smoothing Pro
  • Non-Linear Trends Pro
  • CASE STUDY: Non-Linear Trend Pro
  • Intervention Analysis Pro
  • CASE STUDY: Intervention Analysis Pro
  • QUIZ: Time-Series Forecasting Pro

  • Looking Ahead to Part 4 Pro
  • Course Feedback Survey Pro
  • Share the Love Pro
  • Next Steps Pro