diff --git a/notebooks/Tutorial_2_train_your_first_TTS_model.ipynb b/notebooks/Tutorial_2_train_your_first_TTS_model.ipynb
index ace4835489..ea1d1a6b54 100644
--- a/notebooks/Tutorial_2_train_your_first_TTS_model.ipynb
+++ b/notebooks/Tutorial_2_train_your_first_TTS_model.ipynb
@@ -107,7 +107,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": null,
    "id": "b3cb0191-b8fc-4158-bd26-8423c2a8ba66",
    "metadata": {},
    "outputs": [],
@@ -138,13 +138,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
    "id": "76cd3ab5-6387-45f1-b488-24734cc1beb5",
    "metadata": {},
    "outputs": [],
    "source": [
     "dataset_config = BaseDatasetConfig(\n",
-    "    name=\"ljspeech\", meta_file_train=\"metadata.csv\", path=os.path.join(output_path, \"LJSpeech-1.1/\")\n",
+    "    formatter=\"ljspeech\", meta_file_train=\"metadata.csv\", path=os.path.join(output_path, \"LJSpeech-1.1/\")\n",
     ")"
    ]
   },
@@ -215,7 +215,9 @@
    "outputs": [],
    "source": [
     "from TTS.utils.audio import AudioProcessor\n",
-    "ap = AudioProcessor.init_from_config(config)"
+    "ap = AudioProcessor.init_from_config(config)\n",
+    "# Modify sample rate if for a custom audio dataset:\n",
+    "# ap.sample_rate = 22050\n"
    ]
   },
   {