Update README.md

README.md

@@ -40,7 +40,7 @@ These models classify manuscript pages as:
 
 Models are optimized to run **locally (CPU) or in the browser** using **edge-compatibility architecture** (MobileNet, MobileViT) and **ONNX inference** for exemple to build **IIIF filter pipelines** or to build **specialized corpora**.
 
-:octocat: For an exemple of use check the demo web application [on github]() or [on hf spaces]()
+For an exemple of use check the demo web application [on github]() or [on hf spaces]()
 
 # Models & Results 
 
@@ -48,7 +48,7 @@ The finetuned models available in this repository are based on following archite
 
 - [MobileNetV2](timm/mobilenetv2_100.ra_in1k)
 - [MobileNetV3](timm/mobilenetv3_small_100.lamb_in1k) (small and large version)
-- [MobileViT v2](apple/mobilevitv2-1.0-imagenet1k-256
+- [MobileViT v2](apple/mobilevitv2-1.0-imagenet1k-256)
 
 | Architecture | Validation Accuracy | Test Accuracy | F1 | Precision | Recall | AUC |
 |--------------|--------------------:|--------------:|---:|----------:|-------:|----:|