diff --git a/01_the_machine_learning_landscape.ipynb b/01_the_machine_learning_landscape.ipynb
index 24f8aaa..a1f92db 100644
--- a/01_the_machine_learning_landscape.ipynb
+++ b/01_the_machine_learning_landscape.ipynb
@@ -124,7 +124,7 @@
    "outputs": [],
    "source": [
     "# Download the data\n",
-    "import urllib\n",
+    "import urllib.request\n",
     "DOWNLOAD_ROOT = \"https://raw.githubusercontent.com/ageron/handson-ml2/master/\"\n",
     "os.makedirs(datapath, exist_ok=True)\n",
     "for filename in (\"oecd_bli_2015.csv\", \"gdp_per_capita.csv\"):\n",
diff --git a/02_end_to_end_machine_learning_project.ipynb b/02_end_to_end_machine_learning_project.ipynb
index 0aafdf6..69714f2 100644
--- a/02_end_to_end_machine_learning_project.ipynb
+++ b/02_end_to_end_machine_learning_project.ipynb
@@ -95,7 +95,7 @@
    "source": [
     "import os\n",
     "import tarfile\n",
-    "import urllib\n",
+    "import urllib.request\n",
     "\n",
     "DOWNLOAD_ROOT = \"https://raw.githubusercontent.com/ageron/handson-ml2/master/\"\n",
     "HOUSING_PATH = os.path.join(\"datasets\", \"housing\")\n",
diff --git a/03_classification.ipynb b/03_classification.ipynb
index 5d76ee1..f535992 100644
--- a/03_classification.ipynb
+++ b/03_classification.ipynb
@@ -1918,7 +1918,7 @@
    "source": [
     "import os\n",
     "import tarfile\n",
-    "import urllib\n",
+    "import urllib.request\n",
     "\n",
     "DOWNLOAD_ROOT = \"http://spamassassin.apache.org/old/publiccorpus/\"\n",
     "HAM_URL = DOWNLOAD_ROOT + \"20030228_easy_ham.tar.bz2\"\n",
diff --git a/09_unsupervised_learning.ipynb b/09_unsupervised_learning.ipynb
index fc9197d..3284d6a 100644
--- a/09_unsupervised_learning.ipynb
+++ b/09_unsupervised_learning.ipynb
@@ -935,7 +935,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import urllib\n",
+    "import urllib.request\n",
     "from sklearn.datasets import fetch_openml\n",
     "\n",
     "mnist = fetch_openml('mnist_784', version=1)\n",
diff --git a/13_loading_and_preprocessing_data.ipynb b/13_loading_and_preprocessing_data.ipynb
index 144b216..1591134 100644
--- a/13_loading_and_preprocessing_data.ipynb
+++ b/13_loading_and_preprocessing_data.ipynb
@@ -1430,7 +1430,7 @@
    "source": [
     "import os\n",
     "import tarfile\n",
-    "import urllib\n",
+    "import urllib.request\n",
     "\n",
     "DOWNLOAD_ROOT = \"https://raw.githubusercontent.com/ageron/handson-ml2/master/\"\n",
     "HOUSING_PATH = os.path.join(\"datasets\", \"housing\")\n",