diff --git a/notebooks.json b/notebooks.json
index f8dff73162b249402ddb2e2fc8d9b4bfd3b43f30..ba77a0d07ed7ea896fb03d81020ff0aef2db21dc 100644
--- a/notebooks.json
+++ b/notebooks.json
@@ -54,7 +54,9 @@
     "notebooks/metrics_ex_01.ipynb",
     "notebooks/metrics_ex_02.ipynb",
     "notebooks/metrics_regression.ipynb",
-    "notebooks/parameter_tuning_automated.ipynb",
+    "notebooks/parameter_tuning_grid_search.ipynb",
+    "notebooks/parameter_tuning_randomized_search.ipynb",
+    "notebooks/parameter_tuning_nested.ipynb",
     "notebooks/parameter_tuning_ex_02.ipynb",
     "notebooks/parameter_tuning_ex_03.ipynb",
     "notebooks/parameter_tuning_manual.ipynb",