Examples

This is the gallery of examples that showcase how scikit-plots can be used. Some examples demonstrate the use of the APIs Reference in general and some demonstrate specific applications in tutorial form. Also check out our user guide for more detailed illustrations.

This page contains example plots. Click on any image to see the full image and source code.

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jupyter notebooks

Sample Notebooks.

Annoy

Examples related to the annoy module instance.

annoy (mmap) with examples

annoy (mmap) with examples

annoy (precision) with examples

annoy (precision) with examples

annoy (simple) with examples

annoy (simple) with examples

Array API support

Examples related to the _lib module with e.g. LogisticRegression instance.

Calibration

Examples related to the metrics module with e.g. LogisticRegression instance.

plot_calibration with examples

plot_calibration with examples

Classification

Examples related to the estimators module with e.g. LogisticRegression instance.

plot_classifier_eval with examples

plot_classifier_eval with examples

plot_confusion_matrix with examples

plot_confusion_matrix with examples

plot_feature_importances with examples

plot_feature_importances with examples

plot_learning_curve with examples

plot_learning_curve with examples

plot_precision_recall with examples

plot_precision_recall with examples

plot_roc_curve with examples

plot_roc_curve with examples

Clustering

Examples related to the estimators module with e.g. LogisticRegression instance.

plot_elbow with examples

plot_elbow with examples

plot_silhouette with examples

plot_silhouette with examples

Decomposition

Examples related to the decomposition module with e.g. PCA instance.

plot_pca_2d_projection with examples

plot_pca_2d_projection with examples

plot_pca_component_variance with examples

plot_pca_component_variance with examples

Impute

Examples related to the impute module with a scikit-learn regressor (e.g., LinearRegression) instance.

annoy impute with examples

annoy impute with examples

KeyToDataScience

Examples related to the kds module with e.g. LogisticRegression instance.

See also

• snsx

plot_cumulative_gain with examples

plot_cumulative_gain with examples

plot_ks_statistic with examples

plot_ks_statistic with examples

plot_lift with examples

plot_lift with examples

plot_report with examples

plot_report with examples

modelplotpy

Examples related to the modelplotpy module with e.g. LogisticRegression instance.

See also

• snsx

Introduction to modelplotpy

Introduction to modelplotpy

Preprocessing

Examples related to the preprocessing module with e.g., DummyCodeEncoder, GetDummies instance.

See also

• DummyCodeEncoder vs GetDummies

Regression

Examples related to the metrics module with e.g., LinearRegression instance.

plot_residuals_distribution with examples

plot_residuals_distribution with examples

SeabornX

Examples related to the snsx module with a scikit-learn regressor (e.g., LinearRegression) instance.

plot_aucplot_script with examples

plot_aucplot_script with examples

plot_decileplot_script with examples

plot_decileplot_script with examples

plot_evalplot_script with examples

plot_evalplot_script with examples

Stats

Examples related to the stats module with e.g. LinearRegression instance.

plot_residuals_distribution with examples

plot_residuals_distribution with examples

Visualkeras ANN

Examples related to the visualkeras module with e.g. a tf.keras.Model model instance.

Visualkeras: Spam Classification Conv1D Dense Example

Visualkeras: Spam Classification Conv1D Dense Example

visualkeras: Spam Dense example

visualkeras: Spam Dense example

Visualkeras CNN

Examples related to the visualkeras module with e.g. a tf.keras.Model model instance.

visualkeras: autoencoder example

visualkeras: autoencoder example

visualkeras: custom vgg16 example

visualkeras: custom vgg16 example

visualkeras: custom vgg16 show dimension example

visualkeras: custom vgg16 show dimension example

visualkeras: EfficientNetV2 example

visualkeras: EfficientNetV2 example

visualkeras: ResNetV2 example

visualkeras: ResNetV2 example

visualkeras: custom VGG example

visualkeras: custom VGG example

Visualkeras NLP

Examples related to the visualkeras module with e.g. a tf.keras.Model model instance.

Important

⚠️ Deprecated Transformers models are not supported in TensorFlow — use KerasNLP or KerasHub instead. 🚫 transformers deprecated models.