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4 changes: 2 additions & 2 deletions README.rst
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Expand Up @@ -11,7 +11,7 @@ algorithms. Its flexibility and extensibility make it applicable to a
large suite of problems.

Check out the `PyMC overview <https://docs.pymc.io/en/latest/learn/core_notebooks/pymc_overview.html>`__, or
one of `the many examples <https://docs.pymc.io/projects/examples/en/latest/>`__!
one of `the many examples <https://www.pymc.io/projects/examples/en/latest/gallery.html>`__!
For questions on PyMC, head on over to our `PyMC Discourse <https://discourse.pymc.io/>`__ forum.

Features
Expand Down Expand Up @@ -41,7 +41,7 @@ If you already know about Bayesian statistics:

- `API quickstart guide <https://docs.pymc.io/en/stable/pymc-examples/examples/pymc3_howto/api_quickstart.html>`__
- The `PyMC tutorial <https://docs.pymc.io/en/latest/learn/core_notebooks/pymc_overview.html>`__
- `PyMC examples <https://docs.pymc.io/projects/examples/en/latest/>`__ and the `API reference <https://docs.pymc.io/en/stable/api.html>`__
- `PyMC examples <https://www.pymc.io/projects/examples/en/latest/gallery.html>`__ and the `API reference <https://docs.pymc.io/en/stable/api.html>`__

Learn Bayesian statistics with a book together with PyMC
--------------------------------------------------------
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