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Using Scikit-Learn's Interface for Turning Spaghetti Data Science into Maintainable Software
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- 1 Intro
- 2 Supervised Machine Learning
- 3 Training a Machine Learning Model
- 4 Training a model
- 5 Preparing data for the estimator
- 6 Testing out transformer
- 7 Composition using Pipelines: Chained transformations
- 8 Scikit-Learn offers transformers data preparation
- 9 Conclusions Use fit/predict and fit/transform interfaces. • Apply single-responsibility principle to estimators. - Think in small, testable units Have your complete trained model in a serialisable ob…
