In order for everyone to use Machine Learning, there is a need for greater transparency and reliability. Thanks to our advances in the field of topological data analysis, we bring unprecedented interpretability and robustness to our models. Giotto’s proprietary ML libraries are a collection of algorithms that harbor theoretical and technological advances spanning several key disciplines.
High-performance topological machine learning toolbox designed to push the boundaries of the state of the art while providing outstanding interpretability
Multivariate time series analysis suite
The easiest way to install Giotto is using pip:
pip install giotto-tda
pip install giotto-time
Giotto TDA requires:
- Scikit-learn (>= 0.21.3)
- NumPy (>= 1.11.0)
- SciPy (>= 0.17.0)
- joblib (>= 0.11)
Giotto time requires:
- giotto-tda (>=0.1.4)
- pandas (>=0.25.3)
- workalendar (>= 7.1.1)
Giotto plotting capabilities require Matplotlib (>=1.5.1) and plotly (>=4.1.0).
If you’re having trouble installing our libraries, do not hesitate to contact firstname.lastname@example.org.