Update chapters/en/Unit 3 - Vision Transformers/KnowledgeDistillation…

….mdx

Co-authored-by: Merve Noyan <[email protected]>

chapters/en/Unit 3 - Vision Transformers/KnowledgeDistillation.mdx

@@ -19,7 +19,7 @@ I am very confident that it *is* Draco Malfoy", this gives you some information
 This is precisely the kind of information that gets passed down to our student model under the Knowledge Distillation paradigm.
 
 ## Distilling the Knowledge in a Neural Network
-In the paper [*Distilling the Knowledge in a Neural Network*](https://arxiv.org/abs/1503.02531), Hinton et al. introduced the training methodology known as Knowledge Distillation,
+In the paper [*Distilling the Knowledge in a Neural Network*](https://arxiv.org/abs/1503.02531), Hinton et al. introduced the training methodology known as knowledge distillation,
 taking inspiration *insects*, of all places. The analogy being that, just as insects transition from larval to adult forms optimized for different tasks, large-scale machine learning models can 
 initially be cumbersome, like larvae, for extracting structure from data, but can distill their knowledge into smaller, more efficient models for deployment.