diff --git a/chapter12_part05_gans.ipynb b/chapter12_part05_gans.ipynb
index 1e5574bf64..5568824969 100644
--- a/chapter12_part05_gans.ipynb
+++ b/chapter12_part05_gans.ipynb
@@ -85,7 +85,7 @@
    "outputs": [],
    "source": [
     "from tensorflow import keras\n",
-    "dataset = keras.utils_dataset_from_directory(\n",
+    "dataset = keras.preprocessing.image_dataset_from_directory(\n",
     "    \"celeba_gan\",\n",
     "    label_mode=None,\n",
     "    image_size=(64, 64),\n",
@@ -357,7 +357,7 @@
     "        generated_images *= 255\n",
     "        generated_images.numpy()\n",
     "        for i in range(self.num_img):\n",
-    "            img = keras.utils.array_to_img(generated_images[i])\n",
+    "            img = keras.preprocessing.image.array_to_img(generated_images[i])\n",
     "            img.save(f\"generated_img_{epoch:03d}_{i}.png\")"
    ]
   },
@@ -439,4 +439,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 0
-}
\ No newline at end of file
+}