diff --git a/examples/frameworks/huggingface/transformers.ipynb b/examples/frameworks/huggingface/transformers.ipynb
index a1e5e68b..a2edee63 100644
--- a/examples/frameworks/huggingface/transformers.ipynb
+++ b/examples/frameworks/huggingface/transformers.ipynb
@@ -48,10 +48,10 @@
     "# Set to true so ClearML will log the models created by the trainer\n",
     "%env CLEARML_LOG_MODEL=True\n",
     "\n",
-    "# Set the ClearML task name\n",
+    "# Set the ClearML task name (default \"Trainer\")\n",
     "# %env CLEARML_TASK=\n",
     "\n",
-    "# Set task's prkect\n",
+    "# Set task's project (default \"HuggingFace Transformers\")\n",
     "# %env CLEARML_PROJECT="
    ],
    "metadata": {
@@ -100,8 +100,7 @@
     "id": "LG-TqpPf9_Tn"
    },
    "source": [
-    "Create a trainer, in which you'll typically pass the following parameters to [Trainer](https://huggingface.co/docs/transformers/main/en/main_classes/\n",
-    "trainer#transformers.Trainer):\n",
+    "Create a trainer, in which you'll typically pass the following parameters to [Trainer](https://huggingface.co/docs/transformers/main/en/main_classes/trainer#transformers.Trainer):\n",
     "\n",
     "1. A [PreTrainedModel](https://huggingface.co/docs/transformers/main/en/main_classes/model#transformers.PreTrainedModel) or a [`torch.nn.Module`](https://pytorch.org/docs/stable/nn.html#torch.nn.Module):\n",
     "\n"