diff --git a/README.rst b/README.rst
index cc2c5fba08..858819fd92 100644
--- a/README.rst
+++ b/README.rst
@@ -11,7 +11,7 @@ algorithms. Its flexibility and extensibility make it applicable to a
 large suite of problems.
 
 Check out the `getting started guide <http://docs.pymc.io/notebooks/getting_started>`__,  or
-`interact with live examples <https://mybinder.org/v2/gh/pymc-devs/pymc3/master?filepath=%2Fdocs%2Fsource%2Fnotebooks>`__
+`interact with live examples <https://mybinder.org/v2/gh/pymc-devs/pymc3/main?filepath=%2Fdocs%2Fsource%2Fnotebooks>`__
 using Binder!
 For questions on PyMC3, head on over to our `PyMC Discourse <https://discourse.pymc.io/>`__ forum.
 
diff --git a/pymc3/__init__.py b/pymc3/__init__.py
index 671fcbe048..bbea32d69f 100644
--- a/pymc3/__init__.py
+++ b/pymc3/__init__.py
@@ -13,7 +13,7 @@
 #   limitations under the License.
 
 # pylint: disable=wildcard-import
-__version__ = "3.11.2"
+__version__ = "3.11.3"
 
 import logging
 import multiprocessing as mp