diff --git a/README.md b/README.md
index 0b98052..d60e200 100644
--- a/README.md
+++ b/README.md
@@ -26,7 +26,7 @@ $ python run.py -data ./datasets --dataset-name stl10 --log-every-n-steps 100 --
 
 If you want to run it on CPU (for debugging purposes) use the ```--disable-cuda``` option.
 
-For 16-bit precision GPU training, make sure to install [!NVIDIA apex](https://github.com/NVIDIA/apex) and used the ```--fp16_precision``` flag.
+For 16-bit precision GPU training, make sure to install [NVIDIA apex](https://github.com/NVIDIA/apex) and use the ```--fp16_precision``` flag.
 
 ## Feature Evaluation
 
@@ -41,4 +41,4 @@ Check the [![Open In Colab](https://colab.research.google.com/assets/colab-badge
 |----------------------------|---------|-------------------|---------------------------------------------------------------------------------|------------------------|--------------------------------|--------|--------|
 | Logistic Regression (Adam) | STL10   | SimCLR            | [ResNet-18](https://drive.google.com/open?id=14_nH2FkyKbt61cieQDiSbBVNP8-gtwgF) | 512                    | 128                            | 100    | 70.45  |
 | Logistic Regression (Adam) | CIFAR10 | SimCLR            | [ResNet-18](https://drive.google.com/open?id=1lc2aoVtrAetGn0PnTkOyFzPCIucOJq7C) | 512                    | 128                            | 100    | 64.82  |
-| Logistic Regression (Adam) | STL10   | SimCLR            | [ResNet-50](https://drive.google.com/open?id=1ByTKAUsdm_X7tLcii6oAEl5qFRqRMZSu) | 2048                   | 128                            | 50     | 67.075 |
\ No newline at end of file
+| Logistic Regression (Adam) | STL10   | SimCLR            | [ResNet-50](https://drive.google.com/open?id=1ByTKAUsdm_X7tLcii6oAEl5qFRqRMZSu) | 2048                   | 128                            | 50     | 67.075 |