diff --git a/docs/agenda.md b/docs/agenda.md
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@@ -79,3 +79,15 @@
 
 
 
+# Lecture 8
+
+* Hands-On Activity
+  * Data Preparation and Model Training (#7)
+* ML Pipelines
+  * Training and testing
+  * Train-test split
+  * Cross-validation
+  * Hyperparameter tuning
+  * Evaluation metrics
+* Hands-On Activity
+   * ML-Pipeline (#8)