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Classroom Contents
Learning from Data: The Two Cultures
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- 1 Introduction
- 2 What is ACM
- 3 Learning from Data
- 4 Data Modeling
- 5 Deep Exponential Families
- 6 Structured Variation
- 7 Model Sequences
- 8 Flexible Priors
- 9 Embedded Topic MBD
- 10 Dynamic Embedded Topic MBD
- 11 Examples
- 12 AI Culture
- 13 Task Modeling
- 14 AlphaFold
- 15 Dali
- 16 Demo
- 17 Limitations
- 18 Data Inbalance
- 19 Carbon Footprint
- 20 Controversial Tasks
- 21 Dont Neglect the Data
- 22 Meaningful Benchmarks
- 23 Exploratory Tools
- 24 Baking in Domain Knowledge
- 25 Experimental Design
- 26 Task Design
- 27 Conclusion
- 28 Questions
