Scikit-learn tutorial

Tabular data exploration

Loading data into machine learning

Fitting a scikit-learn model on numerical data

First model with scikit-learn
Exercise 01
Solution for Exercise 01

Fitting a scikit-learn model on numerical data

Working with both numerical & categorical variables
Fitting a more powerful model
Exercise 02
Solution for Exercise 02
Exercise 03
Solution for Exercise 03

Parameter tuning

Introduction to scikit-learn: basic model hyper-parameters tuning
Exercise 01
Exercise 01
Exercise 02
Exercise 02

Linear models

Linear Models
Main take away

Decision Trees

Decision tree in depth

Ensemble models

Ensemble learning: when many are better that the one

Metrics

Evaluation of your predictive model

Interpretation

Feature importance
Take Away

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Index

By scikit-learn developers
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