3.1 Welcome to Unit 3
3.2 Modeling the Expert: An Introduction to Logistic Regression
- 3.2.1 Video 1: Replicating Expert Assessment
- 3.2.2 Video 2: Building the Dataset
- 3.2.3 Quick Question
- 3.2.4 Video 3: Logistic Regression
- 3.2.5 Quick Question
- 3.2.6 Video 4: Logistic Regression in R
- 3.2.7 Quick Question
- 3.2.8 Video 5: Thresholding
- 3.2.9 Quick Question
- 3.2.10 Video 6: ROC Curves
- 3.2.11 Quick Question
- 3.2.12 Video 7: Interpreting the Model
- 3.2.13 Quick Question
- 3.2.14 Video 8: The Analytics Edge
3.3 The Framingham Heart Study: Evaluating Risk Factors to Save Lives
- 3.3.1 Video 1: The Framingham Heart Study
- 3.3.2 Quick Question
- 3.3.3 Video 2: Risk Factors
- 3.3.4 Quick Question
- 3.3.5 Video 3: A Logistic Regression Model
- 3.3.6 Quick Question
- 3.3.7 Video 4: Validating the Model
- 3.3.8 Quick Question
- 3.3.9 Video 5: Interventions
- 3.3.10 Quick Question
- 3.3.11 Video 6: Overall Impact
3.4 Election Forecasting: Predicting the Winner Before any Votes are Cast (Recitation)
- 3.4.1 Welcome to Recitation 3
- 3.4.2 Video 1: Election Prediction
- 3.4.3 Video 2: Dealing with Missing Data
- 3.4.4 Video 3: A Sophisticated Baseline Method
- 3.4.5 Video 4: Logistic Regression Models
- 3.4.6 Video 5: Test Set Predictions
3.5 Assignment 3