concepts: - id: descriptive-statistics title: Descriptive Statistics description: 'Objective: Explain mean, median, and variance. Exercise: Summarize a small dataset. Descriptive Statistics introduces center and spread.' prerequisites: [] mastery_signals: - Summarize a small dataset. mastery_profile: {} - id: probability-basics title: Probability Basics description: 'Objective: Explain conditional probability. Exercise: Compute a simple conditional probability. Probability Basics introduces events and likelihood.' prerequisites: - descriptive-statistics mastery_signals: - Compute a simple conditional probability. mastery_profile: {} - id: prior-and-posterior title: Prior And Posterior description: 'Prior and Posterior are central concepts. Prior reflects assumptions before evidence. Exercise: Compare prior and posterior beliefs.' prerequisites: - probability-basics mastery_signals: - Compare prior and posterior beliefs. mastery_profile: {} - id: model-checking title: Model Checking description: 'A weakness is hidden assumptions. A limitation is poor fit. Uncertainty remains. Exercise: Critique a simple inference model.' prerequisites: - prior-and-posterior mastery_signals: - Critique a simple inference model. mastery_profile: {}