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Personalized Machine Learning
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- 1 Intro
- 2 What is Personalized Machine Learning?
- 3 "Traditional" Supervised Machine Learning
- 4 Personalized Machine Learning: Recommendation
- 5 Technical setup
- 6 The Netflix prize
- 7 More Complex Recommender Systems
- 8 Model-based vs. contextual personalization
- 9 Personalized Language Generation & Explanation
- 10 Generative models of text
- 11 Generating reviews (example)
- 12 Personalized explanations (examples)
- 13 Assistive writing and expansion
- 14 Persona-grounded dialog
- 15 Personalized models of visual data
- 16 Starting point visual models for recommendation
- 17 Complementary item recommendation
- 18 Fit prediction
- 19 Modeling personalized fitness dynamics
- 20 Conversational recommendation
- 21 Personalized Design
- 22 Fairness
