diff --git a/notebooks.json b/notebooks.json
index ba77a0d07ed7ea896fb03d81020ff0aef2db21dc..0f8f54ee36971fe41ecb95f18598ed5ff73e2345 100644
--- a/notebooks.json
+++ b/notebooks.json
@@ -50,16 +50,17 @@
     "notebooks/linear_regression_without_sklearn.ipynb",
     "notebooks/logistic_regression.ipynb",
     "notebooks/logistic_regression_non_linear.ipynb",
+    "notebooks/matplotlibrc",
     "notebooks/metrics_classification.ipynb",
     "notebooks/metrics_ex_01.ipynb",
     "notebooks/metrics_ex_02.ipynb",
     "notebooks/metrics_regression.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_grid_search.ipynb",
     "notebooks/parameter_tuning_manual.ipynb",
+    "notebooks/parameter_tuning_nested.ipynb",
+    "notebooks/parameter_tuning_randomized_search.ipynb",
     "notebooks/trees_classification.ipynb",
     "notebooks/trees_dataset.ipynb",
     "notebooks/trees_ex_01.ipynb",
@@ -125,6 +126,7 @@
     "figures/dt_fit.svg",
     "figures/dt_overfit.svg",
     "figures/dt_underfit.svg",
+    "figures/grid_vs_random_search.svg",
     "figures/iris-silhouette.svg",
     "figures/iris-silhouette_gray.svg",
     "figures/iris_petal_length_cm_hist.svg",