Loading...
research article
giotto-tda: A Topological Data Analysis Toolkit for Machine Learning and Data Exploration
January 1, 2021
We introduce giotto-tda, a Python library that integrates high-performance topological data analysis with machine learning via a scikit-learn {compatible API and state-of-the-art C++ implementations. The library's ability to handle various types of data is rooted in a wide range of preprocessing techniques, and its strong focus on data exploration and interpretability is aided by an intuitive plotting API. Source code, binaries, examples, and documentation can be found at https://github.com/giotto-ai/giotto-tda.
Type
research article
Web of Science ID
WOS:000628529500039
Authors
•
Lupo, Umberto
•
Tunstall, Lewis
•
Perez, Julian Burella
•
Caorsi, Matteo
•
•
Dassatti, Alberto
•
Publication date
2021-01-01
Published in
Volume
22
Peer reviewed
REVIEWED
EPFL units
Available on Infoscience
April 24, 2021
Use this identifier to reference this record