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Examples for the scikit-learn chapterΒΆ

../../../_images/sphx_glr_plot_measuring_performance_thumb.png

Measuring Decision Tree performance

../../../_images/sphx_glr_plot_pca_thumb.png

Demo PCA in 2D

../../../_images/sphx_glr_plot_linear_regression_thumb.png

A simple linear regression

../../../_images/sphx_glr_plot_iris_scatter_thumb.png

Plot 2D views of the iris dataset

../../../_images/sphx_glr_plot_tsne_thumb.png

tSNE to visualize digits

../../../_images/sphx_glr_plot_linear_model_cv_thumb.png

Use the RidgeCV and LassoCV to set the regularization parameter

../../../_images/sphx_glr_plot_variance_linear_regr_thumb.png

Plot variance and regularization in linear models

../../../_images/sphx_glr_plot_separator_thumb.png

Simple picture of the formal problem of machine learning

../../../_images/sphx_glr_plot_compare_classifiers_thumb.png

Compare classifiers on the digits data

../../../_images/sphx_glr_plot_polynomial_regression_thumb.png

Plot fitting a 9th order polynomial

../../../_images/sphx_glr_plot_california_prediction_thumb.png

A simple regression analysis on the California housing data

../../../_images/sphx_glr_plot_iris_knn_thumb.png

Nearest-neighbor prediction on iris

../../../_images/sphx_glr_plot_digits_simple_classif_thumb.png

Simple visualization and classification of the digits dataset

../../../_images/sphx_glr_plot_eigenfaces_thumb.png

The eigenfaces example: chaining PCA and SVMs

../../../_images/sphx_glr_plot_svm_non_linear_thumb.png

Example of linear and non-linear models

../../../_images/sphx_glr_plot_bias_variance_thumb.png

Bias and variance of polynomial fit

../../../_images/sphx_glr_plot_ML_flow_chart_thumb.png

Tutorial Diagrams

Download all examples in Python source code: auto_examples_python.zip
Download all examples in Jupyter notebooks: auto_examples_jupyter.zip

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