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Challenges in Machine Learning
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Classroom Contents
Collaborative Learning with Limited Interaction - Tight Bounds for Distributed Exploration in Bandits
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- 1 Introduction
- 2 Challenges in Machine Learning
- 3 Problem Statement
- 4 Problem Variants
- 5 Collaborative Learning Model
- 6 Communication Step
- 7 Speedup
- 8 Tradeoffs between runs and speedup
- 9 Results
- 10 Summary
- 11 Technical Details
- 12 NonAdaptive Setting
- 13 Hardings Prescription
- 14 Pyramid Like Distribution
- 15 Technical Challenges
- 16 New Ideas
- 17 Input Class
- 18 Adaptive Case
- 19 Other Results
- 20 Paper Summary
