Logistic Regression And Binary Outcomes

Teach binary outcome modelling separately from linear regression.

Units

1. Unit 10.00: Binary outcomes.
2. Unit 10.01: Probability, odds, and log odds.
3. Unit 10.02: Logistic regression with statsmodels.
4. Unit 10.03: Coefficients, odds ratios, and confidence intervals.
5. Unit 10.04: Predicted probabilities.
6. Unit 10.05: Confusion between classification accuracy and statistical interpretation.
7. Unit 10.06: Calibration and threshold caution at a beginner level.

Module work

• Activity
• Knowledge check
• Summary