diff --git a/README.md b/README.md
index 2231428d28aae1958898e3679387d24bb0c04d54..0dd3ac17a2f818e58210ce4bb9945fa03064319d 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 
-[![badge doc](https://img.shields.io/badge/docs-latest-orange.svg)](https://www.idiap.ch/software/bob/docs/bob/bob.learn.em/master/sphinx/index.html)
-[![badge pipeline](https://gitlab.idiap.ch/bob/bob.learn.em/badges/master/pipeline.svg)](https://gitlab.idiap.ch/bob/bob.learn.em/commits/master)
-[![badge coverage](https://gitlab.idiap.ch/bob/bob.learn.em/badges/master/coverage.svg)](https://www.idiap.ch/software/bob/docs/bob/bob.learn.em/master/coverage)
+[![badge doc](https://img.shields.io/badge/docs-v3.3.1-orange.svg)](https://www.idiap.ch/software/bob/docs/bob/bob.learn.em/v3.3.1/sphinx/index.html)
+[![badge pipeline](https://gitlab.idiap.ch/bob/bob.learn.em/badges/v3.3.1/pipeline.svg)](https://gitlab.idiap.ch/bob/bob.learn.em/commits/v3.3.1)
+[![badge coverage](https://gitlab.idiap.ch/bob/bob.learn.em/badges/v3.3.1/coverage.svg)](https://www.idiap.ch/software/bob/docs/bob/bob.learn.em/v3.3.1/coverage)
 [![badge gitlab](https://img.shields.io/badge/gitlab-project-0000c0.svg)](https://gitlab.idiap.ch/bob/bob.learn.em)
 
 # Expectation Maximization Machine Learning Tools
diff --git a/pyproject.toml b/pyproject.toml
index 24533a7e18f86792c715200a96f259420c5ae36c..d8683332c2cf6f8e1b235ceddf78c52f2a150e78 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@
 
 [project]
     name = "bob.learn.em"
-    version = "3.3.1b0"
+    version = "3.3.1"
     requires-python = ">=3.9"
     description = "Bindings for EM machines and trainers of Bob"
     dynamic = ["readme"]
@@ -34,7 +34,7 @@
     ]
 
 [project.urls]
-    documentation = "https://www.idiap.ch/software/bob/docs/bob/bob.learn.em/master/sphinx/"
+    documentation = "https://www.idiap.ch/software/bob/docs/bob/bob.learn.em/v3.3.1/sphinx/"
     homepage = "https://pypi.org/project/bob.learn.em/"
     repository = "https://gitlab.idiap.ch/bob/bob.learn.em"
     changelog = "https://gitlab.idiap.ch/bob/bob.learn.em/-/releases"