diff --git a/panelsplit/__init__.py b/panelsplit/__init__.py
index be40a07..c37a024 100644
--- a/panelsplit/__init__.py
+++ b/panelsplit/__init__.py
@@ -42,6 +42,21 @@
 
 ### `panelsplit.plot`
 - Visualize time series splits easily.
+
+### `panelsplit.model_selection`
+- **Hyperparameter tuning:** Provides GridSearch and RandomizedSearch classes for optimizing model parameters using panel data cross-validation.
+- **Efficient search:** Supports parallel processing and integrates with panelsplit's cross-validation framework.
+
+### `panelsplit.metrics`
+- **Scoring functions:** Offers a range of metrics for evaluating model performance on panel data.
+- **Sequential CV scorers:** Specialized scorers designed for sequential cross-validation splits.
 """
 
-__all__ = ["application", "cross_validation", "pipeline", "plot"]
+__all__ = [
+    "application",
+    "cross_validation",
+    "metrics",
+    "model_selection",
+    "pipeline",
+    "plot",
+]
diff --git a/pyproject.toml b/pyproject.toml
index 0f9f905..b700002 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -64,6 +64,9 @@ build-backend = "hatchling.build"
 source = "vcs"               # derive version from Git tags
 write-to = "panelsplit/_version.py"
 
+[tool.hatch.version.raw-options]
+local_scheme = "no-local-version"
+
 # Package data configuration for hatchling
 [tool.hatch.build.targets.wheel]
 packages = ["panelsplit"]