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.
翻译:我们引入了Giotto-tda(一个将高性能地形数据分析与机器学习相结合的Python图书馆),该图书馆通过Scikit-learn兼容的API和最先进的C+++(实施)系统将高性能地形数据分析与机器学习结合起来。 该图书馆处理各种类型数据的能力植根于广泛的预处理技术,其大力关注数据探索和可解释性得到直观的图解 API的帮助。 源代码、二进制、示例和文件可见https://github.com/giotto-ai/giotto-tda。