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Building ML application with Spark ML
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Classroom Contents
Doubt Truth to Be a Liar - Non Triviality of Type Safety for Machine Learning
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- 1 Intro
- 2 A glimpse into the future
- 3 Machine Learning 101
- 4 Real-life ML
- 5 Salesforce Einstein
- 6 Predict survival on the Titanic
- 7 Building ML application with Spark ML
- 8 Types and interactions
- 9 Feature Types V2
- 10 Typed Features
- 11 Feature names from vals using Macros magic
- 12 Feature transformations with Implicit Classes
- 13 Features and Transformers
- 14 Typed pipeline stages
- 15 1-to-1 Transformer example
- 16 1-to-1 Estimator example
- 17 Model training (reduce)
- 18 Going forward with Optimus Prime
- 19 Key takeaways
