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fix typos and URL redirects in index.rst #425

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12 changes: 6 additions & 6 deletions docs/index.rst
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Expand Up @@ -26,7 +26,7 @@ or sequential Monte Carlo (SMC)).
Installation and Testing
------------------------

To install the latest releast of dynamax from PyPi:
To install the latest release of dynamax from PyPI:

.. code-block:: console

Expand Down Expand Up @@ -110,7 +110,7 @@ as we discuss below.
More information can be found in these books:

* "Machine Learning: Advanced Topics", K. Murphy, MIT Press 2023. Available at https://probml.github.io/pml-book/book2.html.
* "Bayesian Filtering and Smoothing, Second Edition", S. Särkkä and L. Svensson, Cambridge University Press, 2023. Available at http://users.aalto.fi/~ssarkka/pub/bfs_book_2023_online.pdf
* "Bayesian Filtering and Smoothing, Second Edition", S. Särkkä and L. Svensson, Cambridge University Press, 2023. Available at https://users.aalto.fi/~ssarkka/pub/bfs_book_2023_online.pdf

Quickstart
----------
Expand Down Expand Up @@ -242,8 +242,8 @@ Related Libraries
* hmmlearn_: Numpy / C++ library for HMMs
* linderman-ssm-jax_: JAX library for SSMs (replaced by dynamax)
* linderman-ssm-numpy_: Numpy / numba / autograd library for SSMs (replaced by dynamax)
* mattjj-pyhsmm_: Numpy / Cython library library for HMMs
* mattjj-pylds_: Numpy / Cython library library for linear dynamical systems
* mattjj-pyhsmm_: Numpy / Cython library for HMMs
* mattjj-pylds_: Numpy / Cython library for linear dynamical systems
* pgm-jax_: JAX library for factor graphs
* JSL_: JAX library for SSMs (replaced by dynamax)
* pykalman_: Numpy library for (extended) Kalman filtering
Expand All @@ -256,13 +256,13 @@ Related Libraries
.. _distrax_hmm: https://github.com/deepmind/distrax/blob/master/distrax/_src/utils/hmm.py
.. _filterpy: https://github.com/rlabbe/Kalman-and-Bayesian-Filters-in-Python
.. _hmmlearn: https://github.com/hmmlearn/hmmlearn
.. _JAX: https://github.com/google/jax
.. _JAX: https://github.com/jax-ml/jax
.. _JSL: https://github.com/probml/JSL
.. _linderman-ssm-jax: https://github.com/lindermanlab/ssm-jax
.. _linderman-ssm-numpy: https://github.com/lindermanlab/ssm
.. _mattjj-pyhsmm: https://github.com/mattjj/pyhsmm
.. _mattjj-pylds: https://github.com/mattjj/pylds
.. _optax: https://github.com/deepmind/optax
.. _optax: https://github.com/google-deepmind/optax
.. _pgm-jax: https://github.com/probml/pgm-jax
.. _pykalman: https://pykalman.github.io/
.. _sarkka-parallel-non-linear-gaussian-smoothers: https://github.com/EEA-sensors/parallel-non-linear-gaussian-smoothers
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