Examples for the scikit-learn chapter

Demo PCA in 2D

Demo PCA in 2D

Measuring Decision Tree performance

Measuring Decision Tree performance

A simple linear regression

A simple linear regression

Plot 2D views of the iris dataset

Plot 2D views of the iris dataset

tSNE to visualize digits

tSNE to visualize digits

Use the RidgeCV and LassoCV to set the regularization parameter

Use the RidgeCV and LassoCV to set the regularization parameter

Plot variance and regularization in linear models

Plot variance and regularization in linear models

Simple picture of the formal problem of machine learning

Simple picture of the formal problem of machine learning

Compare classifiers on the digits data

Compare classifiers on the digits data

Plot fitting a 9th order polynomial

Plot fitting a 9th order polynomial

A simple regression analysis on the California housing data

A simple regression analysis on the California housing data

Nearest-neighbor prediction on iris

Nearest-neighbor prediction on iris

Simple visualization and classification of the digits dataset

Simple visualization and classification of the digits dataset

The eigenfaces example: chaining PCA and SVMs

The eigenfaces example: chaining PCA and SVMs

Example of linear and non-linear models

Example of linear and non-linear models

Bias and variance of polynomial fit

Bias and variance of polynomial fit

Tutorial Diagrams

Tutorial Diagrams