Doubt Truth to Be a Liar - Non Triviality of Type Safety for Machine Learning

Doubt Truth to Be a Liar - Non Triviality of Type Safety for Machine Learning

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Intro

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1 of 19

Intro

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Doubt Truth to Be a Liar - Non Triviality of Type Safety for Machine Learning

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

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