.. image:: pystat.png
    :height: 20
    :alt: Statistique
    :target: http://www.xavierdupre.fr/app/ensae_teaching_cs/helpsphinx/td_2a_notions.html#pour-un-profil-plutot-data-scientist

.. _l-ml2a-streaming-ml:

Streaming machine learning
++++++++++++++++++++++++++

*à venir*

*Lectures*

* `scikit-multiflow A multi-output/multi-label and stream data framework. <https://scikit-multiflow.github.io/>`_
* `Journal of Machine Learning Research 20 (2019) 1-62Submitted 12/16; Revised 2/19; Published 2/19Streaming Principal Component AnalysisFrom Incomplete Data
  <http://jmlr.org/papers/volume20/16-627/16-627.pdf>`_
* `Régression linéaire par morceaux (streaming)
  <http://www.xavierdupre.fr/app/mlstatpy/helpsphinx/c_ml/piecewise.html>`_
* `Streaming Principal Component Analysis From Incomplete Data
  <http://www.jmlr.org/papers/volume20/16-627/16-627.pdf>`_

*Modules*

* `pandas_streaming <https://github.com/sdpython/pandas_streaming/>`_
* `river <https://github.com/online-ml/river>`_