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briandesilva committed Apr 11, 2020
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Expand Up @@ -30,7 +30,7 @@ The approximation problem to be solved can then be compactly written as::

Each row of this matrix equation corresponds to one coordinate function of ``f(x)``.
SINDy employs sparse regression techniques to find a solution ``Xi`` with sparse column vectors.
For a more in-depth look at the mathematical foundations of SINDy, please see our `introduction to SINDy <https://pysindy.readthedocs.io/en/latest/examples/2_introduction_to_sindy.html>`_.
For a more in-depth look at the mathematical foundations of SINDy, please see our `introduction to SINDy <https://pysindy.readthedocs.io/en/latest/examples/2_introduction_to_sindy.html>`__.

Relation to PySINDy
^^^^^^^^^^^^^^^^^^^
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x' = -2.000 x
y' = 1.000 y

PySINDy provides numerous other features not shown here. We recommend the `feature overview <https://pysindy.readthedocs.io/en/latest/examples/1_feature_overview.html>`_ section of the documentation for a more exhaustive summary of additional features.
PySINDy provides numerous other features not shown here. We recommend the `feature overview <https://pysindy.readthedocs.io/en/latest/examples/1_feature_overview.html>`__ section of the documentation for a more exhaustive summary of additional features.

Installation
------------
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Documentation
-------------
The documentation site for PySINDy can be found `here <https://pysindy.readthedocs.io/en/latest/>`_. There are numerous `examples <https://github.com/dynamicslab/pysindy/tree/master/examples>`_ of PySINDy in action to help you get started. Examples are also available as `Jupyter notebooks <https://github.com/dynamicslab/pysindy/tree/master/examples>`_.
The documentation site for PySINDy can be found `here <https://pysindy.readthedocs.io/en/latest/>`__. There are numerous `examples <https://github.com/dynamicslab/pysindy/tree/master/examples>`_ of PySINDy in action to help you get started. Examples are also available as `Jupyter notebooks <https://github.com/dynamicslab/pysindy/tree/master/examples>`__.

Community guidelines
--------------------
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Getting help
^^^^^^^^^^^^
For help using PySINDy please consult the `documentation <https://pysindy.readthedocs.io/en/latest/>`_ and/or our `examples <https://github.com/dynamicslab/pysindy/tree/master/examples>`_, or create an issue.
For help using PySINDy please consult the `documentation <https://pysindy.readthedocs.io/en/latest/>`__ and/or our `examples <https://github.com/dynamicslab/pysindy/tree/master/examples>`__, or create an issue.

References
----------------------
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