diff --git a/02_end_to_end_machine_learning_project.ipynb b/02_end_to_end_machine_learning_project.ipynb
index 95fcd36..39d9a38 100644
--- a/02_end_to_end_machine_learning_project.ipynb
+++ b/02_end_to_end_machine_learning_project.ipynb
@@ -1594,7 +1594,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from sklearn.externals import joblib\n",
+    "import joblib\n",
     "joblib.dump(my_model, \"my_model.pkl\") # DIFF\n",
     "#...\n",
     "my_model_loaded = joblib.load(\"my_model.pkl\") # DIFF"
diff --git a/requirements.txt b/requirements.txt
index 4953bf4..944adb1 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -85,6 +85,9 @@ scikit-image==0.14.2
 # Nice utility to diff Jupyter Notebooks.
 #nbdime==1.0.5
 
+# Joblib is a set of tools to provide lightweight pipelining
+joblib==0.13.2
+
 # May be useful with Pandas for complex "where" clauses (e.g., Pandas
 # tutorial).
 numexpr==2.6.9