diff --git a/docs/usage.md b/docs/usage.md
index e69de29..f823a8b 100644
--- a/docs/usage.md
+++ b/docs/usage.md
@@ -0,0 +1,16 @@
+# Usage Examples
+
+In this page there are some example usage of MOTrainer. 
+
+We assume the users starts from an [xarray.Dataset](https://docs.xarray.dev/en/stable/generated/xarray.Dataset.html)
+object which contains spatio-temporal data needed for training multiple independent Machine Learning (ML) models.
+
+
+
+## Split Spatio-Temporal Dataset for Independent Training Processes
+
+## Train-Test Split
+
+## Parallel ML Model Optimization with Dask-ml
+
+## Intiate a Jackknife GPI for DNN Training
diff --git a/mkdocs.yml b/mkdocs.yml
index ab677b7..1785bed 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -8,7 +8,10 @@ nav:
     - Installation: setup.md
   - Usage: usage.md
   - Examples: 
-    - SciKit Learn: notebooks/demo_ml.ipynb
+    - Covert a nested DataFrame to a Dataset: notebooks/example_read_from_one_df.ipynb
+    - Align multiple DataFrames to a Dataset: notebooks/example_read_from_multiple_df.ipynb
+    - Prallely training sklearn models with dask-ml: notebooks/example_daskml.ipynb
+    - Prallely training DNN with Tensorflow: notebooks/example_dnn.ipynb
   - Conributing guide: CONTRIBUTING.md
   - Change Log: CHANGELOG.md