The Science and Strategy of Artificial Intelligence
Slides
Assignments
- Week 1 - Linear Regression, Feature Eng., and Regularization: Demand Forecasting at H&M
- Week 2 - Tree Models and XGBoost: Range Rover Price Prediction
- Week 3 - Reinforcement Learning: Airline Revenue Management
- Week 4 - Neural Networks: Digit Classification
- Week 5 - Convolutional Neural Networks: Image Recognition
- Week 6 - Transformers and Next-Token Prediction: Yelp Reviews
Assignment Apps and Demos
- Week 1: Linear Regression, Feature Engineering, and Regularization
- Week 2: Tree Models and XGBoost
- Regression Tree Splits
- Week 3: Reinforcement Learning
- Bandits and Q-Learning Demo
- Week 4: Neural Networks
- Gradient Descent Simulation
- TensorFlow Playground
- Week 5: Convolutional Neural Networks
- Week 6: Transformers and Next-Token Prediction
- Embedding Projector
Colab Notebooks
Cases
Lecture Recordings
Articles
- H&M, a Fashion Giant, Has a Problem: $4.3 Billion in Unsold Clothes [NYT]
- H&M Pivots to Big Data to Spot Next Big Fast-Fashion Trends [WSJ]
- Zillow's Home Buying Debacle Shows How Hard It Is to Use AI to Value Real Estate [CNN]
- It's Time for Businesses to Chart a Course for Reinforcement Learning [McKinsey]
- Starting Off on the Right Foot with Reinforcement Learning [Boston Dynamics]
- New Navy Device Learns by Doing [NYT, 1958]
- Learning Representations by Back-Propagating Errors [Nature, 1986]
- Inside Ralph Lauren's New White Label AI Styling Tool [Vogue]
Teaching Team
