diff --git a/docs/use_cases/evaluation/huggingface_datasets.ipynb b/docs/use_cases/evaluation/huggingface_datasets.ipynb
index 6507350d..323b2417 100644
--- a/docs/use_cases/evaluation/huggingface_datasets.ipynb
+++ b/docs/use_cases/evaluation/huggingface_datasets.ipynb
@@ -5,9 +5,9 @@
    "id": "3cadcf88",
    "metadata": {},
    "source": [
-    "# Using HuggingFace Datasets\n",
+    "# Using Hugging Face Datasets\n",
     "\n",
-    "This example shows how to use HuggingFace datasets to evaluate models. Specifically, we show how to load examples to evaluate models on from HuggingFace's dataset package."
+    "This example shows how to use Hugging Face datasets to evaluate models. Specifically, we show how to load examples to evaluate models on from Hugging Face's dataset package."
    ]
   },
   {
@@ -60,7 +60,7 @@
    "source": [
     "## Examples\n",
     "\n",
-    "Now we load a dataset from HuggingFace, and then convert it to a list of dictionaries for easier usage."
+    "Now we load a dataset from Hugging Face, and then convert it to a list of dictionaries for easier usage."
    ]
   },
   {