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Classroom Contents
Actionable Machine Learning for Tackling Distribution Shift - Huaxiu Yao
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- 1 Introduction
- 2 Machine Learning Systems
- 3 Model Failure
- 4 Goal
- 5 Motivation
- 6 Representations
- 7 Datasets
- 8 Predicting Domain Information
- 9 Two Domains
- 10 spurious correlation
- 11 LISA
- 12 Copy Paste
- 13 How Human Learn
- 14 MLTI
- 15 Hidden Partition
- 16 Threeway Classification
- 17 NonLabel Sharing
- 18 Limited Tasks
- 19 Data Augmentation
