Examples

Practical examples for using auto-sklearn.

Basic Examples

Examples for basic classification, regression, multi-output regression, and multi-label classification datasets.

Classification

Classification

Multi-output Regression

Multi-output Regression

Regression

Regression

Multi-label Classification

Multi-label Classification

Advanced Examples

Examples on customizing Auto-sklearn to ones use case by changing the metric to optimize, the train-validation split, giving feature types, using pandas dataframes as input and inspecting the results of the search procedure.

Interpretable models

Interpretable models

Feature Types

Feature Types

Early stopping and Callbacks

Early stopping and Callbacks

Metrics

Metrics

Classification

Classification

Text preprocessing

Text preprocessing

Model Explanation

Model Explanation

Performance-over-time plot

Performance-over-time plot

Fit a single configuration

Fit a single configuration

Logging and debugging

Logging and debugging

Resampling Strategies

Resampling Strategies

Obtain run information

Obtain run information

Metrics

Metrics

Search Examples

Examples of changing the search procedure of Auto-sklearn.

Parallel Usage on a single machine

Parallel Usage on a single machine

Sequential Usage

Sequential Usage

Parallel Usage: Spawning workers from the command line

Parallel Usage: Spawning workers from the command line

Random Search

Random Search

Successive Halving

Successive Halving

Extension Examples

Examples of extending Auto-sklearn with custom components.

Extending Auto-Sklearn with Data Preprocessor Component

Extending Auto-Sklearn with Data Preprocessor Component

Extending Auto-Sklearn with Preprocessor Component

Extending Auto-Sklearn with Preprocessor Component

Restricting the number of hyperparameters for an existing component

Restricting the number of hyperparameters for an existing component

Extending Auto-Sklearn with Regression Component

Extending Auto-Sklearn with Regression Component

Extending Auto-Sklearn with Classification Component

Extending Auto-Sklearn with Classification Component