goppy


Namegoppy JSON
Version 1.1.1 PyPI version JSON
download
home_pagehttps://github.com/jgosmann/goppy
SummaryGopPy (Gaussian Online Processes for Python) is a pure Python module providing a Gaussian process implementation which allows 'to efficiently add new data online.
upload_time2023-10-20 19:24:02
maintainer
docs_urlNone
authorJan Gosmann
requires_python>=3.9,<3.13
licenseMIT
keywords gaussian processes machine learning online learning
VCS
bugtrack_url
requirements No requirements were recorded.
Travis-CI No Travis.
coveralls test coverage
            .. image:: https://github.com/jgosmann/goppy/actions/workflows/ci.yml/badge.svg
  :target: https://github.com/jgosmann/goppy/actions/workflows/ci.yml
  :alt: CI and release pipeline
.. image:: https://codecov.io/gh/jgosmann/goppy/branch/main/graph/badge.svg?token=mkgZs4nds5
  :target: https://codecov.io/gh/jgosmann/goppy
.. image:: https://img.shields.io/pypi/v/goppy
  :target: https://pypi.org/project/goppy/
  :alt: PyPI
.. image:: https://img.shields.io/pypi/pyversions/goppy
  :target: https://pypi.org/project/goppy/
  :alt: PyPI - Python Version
.. image:: https://img.shields.io/pypi/l/goppy
  :target: https://pypi.org/project/goppy/
  :alt: PyPI - License


.. image:: https://github.com/jgosmann/goppy/blob/main/doc/_static/goppy-sm.png
  :alt: GopPy logo

Overview
--------

GopPy (Gaussian Online Processes for Python) is a pure Python module providing
a Gaussian process implementation which allows to add new data efficiently
online. I wrote this module because all other Python implementations I knew did
not support efficient online updates.

The feature list:

* `scikit-learn <http://scikit-learn.org>`_ compatible interface.
* Efficient online updates.
* Prediction of first order derivatives.
* Estimation of the log likelihood and its derivative.
* Well documented.
* `Good test coverage. <https://app.codecov.io/gh/jgosmann/goppy>`_
* MIT license.

Documentation
-------------

The documentation can be found at https://goppy.readthedocs.io/en/latest/.

Installation
------------

You can install GopPy with pip::

    pip install goppy

            

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