integrations.rst

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

Skforecast Integration

For direct skforecast forecasting optimization:

Use Case	Example
Recursive forecasting with SkforecastOptCV	skforecast_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]

# Skforecast integration
pip install hyperactive[skforecast-integration]

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

See :ref:`user_guide_integrations` for complete integration documentation.