Integrations

Hyperactive integrates with popular machine learning frameworks beyond scikit-learn, including time series libraries.

Sktime Integration

For time series forecasting and classification with sktime:

Use Case	Example
Time Series Forecasting	sktime_forecasting_example.py
Time Series Classification	sktime_tsc_example.py

Note

Sktime integration requires additional dependencies:

pip install hyperactive[sktime-integration]

Installing Extras

Install integration extras as needed:

# Sktime/skpro for time series
pip install hyperactive[sktime-integration]

# All extras including PyTorch Lightning
pip install hyperactive[all_extras]

See Framework Integrations for complete integration documentation.