{% extends 'layout.html' %} {% set title = _('Deeptime') %} {% block body %}
Deeptime is a Python library for analysis of time series data. In particular, methods for dimension reduction, clustering, and Markov model estimation are implemented.
The API is similar to that of scikit-learn and offers basic compatibility to its tools via ducktyping.
Deeptime can be installed via conda (conda
install -c conda-forge deeptime
) delivering pre-compiled binaries
and is also available via pip
(pip install deeptime
),
causing the binaries to be compiled locally.
Please note our preprint https://arxiv.org/abs/2110.15013.
@article{hoffmann2021deeptime,
title={Deeptime: a Python library for machine learning dynamical models from time series data},
author={Moritz Hoffmann and Martin Scherer and Tim Hempel and Andreas Mardt and Brian de Silva and Brooke E. Husic and Stefan Klus and Hao Wu and Nathan Kutz and Steven L. Brunton and Frank NoƩ},
year={2021},
journal={arXiv preprint arXiv:2110.15013}
}