Preprocessor

Python (programming language)

Correctness

Data pre-processing

Algorithm

Data type

Artificial intelligence

Implementation

Programming language

Topological data analysis

Interpretability

Visualization

Computer science

Data exploration

Documentation

arXiv (Cornell University)

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.

giotto-tda: A Topological Data Analysis Toolkit for Machine Learning and Data Exploration