Statistical Modeling For Baseball
5 units • 42 lessons
Build, validate, and critique predictive/statistical models for baseball outcomes.
- Confirm listed prerequisites for this track before starting.
- Self-paced. Phase length scales with lesson count; backend catalog stores per-lesson minute estimates for dashboard scale.
- Probability/statistics
- Report uncertainty and robustness checks in professor-reviewable form.
Before you open a unit
- Confirm listed prerequisites for this track before starting.
- This phase: open and complete all 7 linked lessons; pass each lesson's Final Mastery Checkpoint when present before marking complete.
- Model critique reports
Unit 1: Data Generating Processes In Baseball
7 lessons
Confirm listed prerequisites for this track before starting.
Self-paced. Phase length scales with lesson count; backend catalog stores per-lesson minute estimates for dashboard scale.
Unit 2: Exploratory Data Analysis And Sampling Pitfalls
8 lessons
Prior phase: all 7 lesson(s) completed with checkpoints passed where the lesson includes them.
Self-paced. Phase length scales with lesson count; backend catalog stores per-lesson minute estimates for dashboard scale.
Unit 3: Regression And Generalized Linear Models For HR Probability
10 lessons
Prior phase: all 8 lesson(s) completed with checkpoints passed where the lesson includes them.
Self-paced. Phase length scales with lesson count; backend catalog stores per-lesson minute estimates for dashboard scale.
Unit 4: Uncertainty, Confidence Intervals, And Model Validation
9 lessons
Prior phase: all 10 lesson(s) completed with checkpoints passed where the lesson includes them.
Self-paced. Phase length scales with lesson count; backend catalog stores per-lesson minute estimates for dashboard scale.
Unit 5: Causality Vs Correlation In Baseball Narratives
8 lessons
Prior phase: all 9 lesson(s) completed with checkpoints passed where the lesson includes them.
Self-paced. Phase length scales with lesson count; backend catalog stores per-lesson minute estimates for dashboard scale.