Update README.md

README.md

@@ -61,7 +61,7 @@ The paper is is available on [Arxiv](https://arxiv.org/abs/2308.08058). If you u
 }
 ```
 ### Sample Dataloading Code
-Hugging face by default has difficulty loading multi-channel TIFFs. This snippet shows an example of how to load the dataset. It is _highly_ recommended to enable `streaming` through the HuggingFace API.
+Hugging Face by default has difficulty loading multi-channel TIFFs. This snippet shows an example of how to load the dataset. It is _highly_ recommended to enable `streaming` through the Hugging Face API.
 ```
 from datasets import load_dataset, Image
 from io import BytesIO