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Classroom Contents
Scaling Machine Learning Workflows to Big Data with Fugue
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- 1 Introduction
- 2 Demo Overview
- 3 Han Wang Introduction
- 4 First Example
- 5 Spark
- 6 Transformation
- 7 Fugue Code
- 8 Model
- 9 Field Workflow
- 10 Results
- 11 Physical
- 12 Prediction
- 13 Pandas vs Spark
- 14 Lazy evaluation of Spark
- 15 Partitioning
- 16 Testing
- 17 Fugue
- 18 Decouple logic and execution
- 19 Demo
- 20 Notebook extension
- 21 Conclusion
- 22 Recap