diff --git a/CHANGELOG.md b/CHANGELOG.md
index ce7f2696..e729152c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,12 @@
 
 <!--next-version-placeholder-->
 
+## v0.55.0 (2023-04-24)
+### Feature
+* Parallel training to disk ([#492](https://github.com/Aarhus-Psychiatry-Research/psycop-model-training/issues/492)) ([`d7d1a66`](https://github.com/Aarhus-Psychiatry-Research/psycop-model-training/commit/d7d1a668af9d020e0a353817363179039854a6b3))
+* Save run performance to a shared parquet ([`87242c0`](https://github.com/Aarhus-Psychiatry-Research/psycop-model-training/commit/87242c008f12f63598d994be08fd948eae71b43a))
+* Allow offline training ([`5fde7bf`](https://github.com/Aarhus-Psychiatry-Research/psycop-model-training/commit/5fde7bf5ac0055e00b8cbd111acf814ef926aed2))
+
 ## v0.54.1 (2023-04-19)
 ### Fix
 * Misc. ([`331f57f`](https://github.com/Aarhus-Psychiatry-Research/psycop-model-training/commit/331f57fd178fc50eadb81a8777aed5c5cb3f4bf4))
diff --git a/pyproject.toml b/pyproject.toml
index f9927f12..087b0907 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta"
 
 [project]
 name = "psycop_model_training"
-version = "0.54.1"
+version = "0.55.0"
 description = "PSYCOP model training utilities"
 authors = [
   {name = "Martin Bernstorff", email = "martinbernstorff@gmail.com"},