diff --git a/notebooks.json b/notebooks.json
index ad0c219e3f757e602b6296b8e88c6a416d4751b4..8da95487850266f3bdc91bd102e88cbfdeb3a728 100644
--- a/notebooks.json
+++ b/notebooks.json
@@ -1,19 +1,36 @@
 {
     "baseUrl": "https://github.com/INRIA/scikit-learn-mooc/raw/master/",
     "notebooks": [
-      "rendered_notebooks/01_tabular_data_exploration.ipynb",
-      "rendered_notebooks/02_basic_preprocessing.ipynb",
-      "rendered_notebooks/02_basic_preprocessing_exercise_01.ipynb",
-      "rendered_notebooks/03_basic_preprocessing_categorical_variables.ipynb",
-      "rendered_notebooks/03_basic_preprocessing_categorical_variables_exercise_01.ipynb",
-      "rendered_notebooks/03_basic_preprocessing_categorical_variables_exercise_02.ipynb",
-      "rendered_notebooks/04_basic_parameters_tuning.ipynb",
-      "rendered_notebooks/04_basic_parameters_tuning_exercise_01.ipynb",
-      "rendered_notebooks/04_basic_parameters_tuning_exercise_02.ipynb"
+      "notebooks/01_tabular_data_exploration.ipynb",
+      "notebooks/02_numerical_pipeline.ipynb",
+      "notebooks/02_numerical_pipeline_ex_01.ipynb",
+      "notebooks/02_numerical_pipeline_scaling.ipynb",
+      "notebooks/03_categorical_pipeline.ipynb",
+      "notebooks/03_categorical_pipeline_column_transformer.ipynb",
+      "notebooks/03_categorical_pipeline_ex_01.ipynb",
+      "notebooks/03_categorical_pipeline_ex_02.ipynb",
+      "notebooks/04_parameter_tuning.ipynb",
+      "notebooks/04_parameter_tuning_ex_01.ipynb",
+      "notebooks/04_parameter_tuning_ex_02.ipynb",
+      "notebooks/04_parameter_tuning_search.ipynb",
+      "notebooks/cross_validation.ipynb",
+      "notebooks/dev_features_importance.ipynb",
+      "notebooks/ensemble.ipynb",
+      "notebooks/feature_selection.ipynb",
+      "notebooks/linear_models.ipynb",
+      "notebooks/metrics.ipynb",
+      "notebooks/trees.ipynb"
     ],
     "datasets": [
+        "datasets/adult-census-numeric-all.csv",
+        "datasets/adult-census-numeric-test.csv",
+        "datasets/adult-census-numeric.csv",
         "datasets/adult-census.csv",
+        "datasets/blood_transfusion.csv",
         "datasets/cps_85_wages.csv",
-        "datasets/penguins.csv"
+        "datasets/house_prices.csv",
+        "datasets/penguins.csv",
+        "datasets/penguins_classification.csv",
+        "datasets/penguins_regression.csv"
     ]
 }
\ No newline at end of file