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6 changes: 3 additions & 3 deletions README.rst
Original file line number Diff line number Diff line change
Expand Up @@ -10,7 +10,7 @@ focusing on advanced Markov chain Monte Carlo (MCMC) and variational inference (
algorithms. Its flexibility and extensibility make it applicable to a
large suite of problems.

Check out the `PyMC overview <https://docs.pymc.io/en/stable/learn/examples/pymc_overview.html>`__, or
Check out the `PyMC overview <https://docs.pymc.io/en/latest/learn/examples/pymc_overview.html>`__, or
`interact with live examples <https://mybinder.org/v2/gh/pymc-devs/pymc/main?filepath=%2Fdocs%2Fsource%2Fnotebooks>`__
using Binder!
For questions on PyMC, head on over to our `PyMC Discourse <https://discourse.pymc.io/>`__ forum.
Expand All @@ -29,7 +29,7 @@ Features
for large data sets.
- Relies on `Aesara <https://aesara.readthedocs.io/en/latest/>`__ which provides:
* Computation optimization and dynamic C or JAX compilation
* Numpy broadcasting and advanced indexing
* NumPy broadcasting and advanced indexing
* Linear algebra operators
* Simple extensibility
- Transparent support for missing value imputation
Expand All @@ -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/stable/learn/examples/pymc_overview.html>`__
- The `PyMC tutorial <https://docs.pymc.io/en/latest/learn/examples/pymc_overview.html>`__
- `PyMC examples <https://docs.pymc.io/nb_examples/index.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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2 changes: 1 addition & 1 deletion RELEASE-NOTES.md
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Expand Up @@ -7,7 +7,7 @@ Instead update the vNext section until 4.0.0 is out.
⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠⚠
-->

## PyMC vNext (4.0.0b1 → 4.0.0b2 → 4.0.0)
## PyMC vNext (4.0.0b1 → 4.0.0b2 → 4.0.0b3 → 4.0.0)
⚠ The changes below are the delta between the upcoming releases `v3.11.5` →...→ `v4.0.0`.

### No-yet working features
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2 changes: 1 addition & 1 deletion pymc/__init__.py
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Expand Up @@ -13,7 +13,7 @@
# limitations under the License.

# pylint: disable=wildcard-import
__version__ = "4.0.0b1"
__version__ = "4.0.0b2"

import logging
import multiprocessing as mp
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