| Unit 1: An Introduction to Analytics |
1.1.1 Welcome to Unit 1 | |
1.2 The Analytics Edge: Intelligence, Happiness, and Health | |
1.3 Working with Data: An Introduction to R | |
1.4 Recitation: Understanding Food - Nutritional Education with Data | |
1.5 Assignment 1 | |
Unit 2: Linear Regression |
2.1 Welcome to Unit 2 | |
2.2 The Statistical Sommelier: An Introduction to Linear Regression | |
2.3 Moneyball: The Power of Sports Analytics | |
2.4 Recitation: Playing Moneyball in the NBA | |
2.5 Assignment 2 | |
Unit 3: Logistical Regression |
3.1 Welcome to Unit 3 | |
3.2 Modeling the Expert: An Introduction to Logistic Regression | |
3.3 The Framingham Heart Study: Evaluating Risk Factors to Save Lives | |
3.4 Recitation: Election Forecasting - Predicting the Winner Before any Votes are Cast | |
3.5 Assignment 3 | |
Unit 4: Trees |
4.1 Welcome to Unit 4 | |
4.2 Judge, Jury, and Classifier: An Introduction to Trees | |
4.3 Keeping an Eye on Healthcare Costs: The D2Hawkeye Story | |
4.4 Recitation: Location, Location, Location - Regression Trees for Housing Data | |
4.5 Assignment 4 | |
Unit 5: Text Analytics |
5.1 Welcome to Unit 5 | |
5.2 Turning Tweets into Knowledge: An Introduction to Text Analytics | |
5.3 Man vs. Machine: How IBM Built a Jeopardy Champion | |
5.4 Recitation: Predictive Coding - Bringing Text Analytics to the Courtroom | |
5.5 Assignment 5 | |
| Unit 6: Clustering |
| 6.1 Welcome to Unit 6 | |
| 6.2 Recommendations Worth a Million: An Introduction to Clustering | |
| 6.3 Predictive Diagnosis: Discovering Patterns for Disease Detection | |
| 6.4 Recitation: Seeing the Big Picture - Segmenting Images to Create Data | |
| 6.5 Assignment 6 | |
| Unit 7: Visualization |
| 7.1 Welcome to Unit 7 | |
| 7.2 Visualizing the World: An Introduction to Visualization | |
| 7.3 The Analytical Policeman: Visualization for Law and Order | |
| 7.4 Recitation: The Good, the Bad, and the Ugly - Visualizations | |
| 7.5 Assignment 7 | |
| Unit 8: Linear Optimization |
| 8.1 Welcome to Unit 8 | |
| 8.2 Airline Revenue Management: An Introduction to Linear Optimization | |
| 8.3 Radiation Therapy: An Application of Linear Optimization | |
| 8.4 Recitation: Google AdWords - Optimizing Online Advertising | |
| Unit 9: Integer Optimization |
| 9.1 Welcome to Unit 9 | |
| 9.2 Sports Scheduling: An Introduction to Integer Optimization | |
| 9.3 eHarmony: Maximizing the Probability of Love | |
| 9.4 Recitation: Operating Room Scheduling - Making Hospitals Run Smoothly | |
| 9.5 Assignment 9 | |
