Update README.md

Author: jacobgil

README.md

@@ -189,7 +189,7 @@ Here you can find detailed examples of how to use this for various custom use ca
 These point to the new documentation jupter-book for fast rendering.
 The jupyter notebooks themselves can be found under the tutorials folder in the git repository.
 
-- [Notebook tutorial: XAI Recipes for the HuggingFace 🤗 Image Classification Models](<https://jacobgil.github.io/pytorch-gradcam-book/huggingface.html>)
+- [Notebook tutorial: XAI Recipes for the HuggingFace 🤗 Image Classification Models](<https://jacobgil.github.io/pytorch-gradcam-book/HuggingFace.html>)
 
 - [Notebook tutorial: Deep Feature Factorizations for better model explainability](<https://jacobgil.github.io/pytorch-gradcam-book/Deep%20Feature%20Factorizations.html>)
 
@@ -311,4 +311,4 @@ Suraj Srinivas, Francois Fleuret`
 
 https://arxiv.org/abs/1806.10206 <br>
 `Deep Feature Factorization For Concept Discovery
-Edo Collins, Radhakrishna Achanta, Sabine Süsstrunk`
+Edo Collins, Radhakrishna Achanta, Sabine Süsstrunk`