Examples Gallery

Introductory Examples

Introductory examples to the usage of the OpenML python connector.

Benchmark suites

Benchmark suites

Flows and Runs

Flows and Runs

Introduction tutorial & Setup

Introduction tutorial & Setup

Datasets

Datasets

In-Depth Examples

Extended examples for the usage of the OpenML python connector.

Obtaining Flow IDs

Obtaining Flow IDs

Benchmark suites

Benchmark suites

Logging

Logging

Benchmark studies

Benchmark studies

Plotting hyperparameter surfaces

Plotting hyperparameter surfaces

Tasks

Tasks

Datasets

Datasets

Run Setup

Run Setup

Creating and Using a Custom Flow

Creating and Using a Custom Flow

Fetching Evaluations

Fetching Evaluations

Tasks: retrieving splits

Tasks: retrieving splits

Flows and Runs

Flows and Runs

Dataset upload tutorial

Dataset upload tutorial

Measuring runtimes for Scikit-learn models

Measuring runtimes for Scikit-learn models

Usage in research papers

These examples demonstrate how OpenML-Python can be used for research purposes by re-implementing its use in recent publications.

Feurer et al. (2015)

Feurer et al. (2015)

Strang et al. (2018)

Strang et al. (2018)

Perrone et al. (2018)

Perrone et al. (2018)

van Rijn and Hutter (2018)

van Rijn and Hutter (2018)