Update README.md

README.md

@@ -159,6 +159,7 @@ Finally, the validation loss for Level 4 is shown, where training seems to stabi
 
 ## Level 5
 
+### Level 5: Training Loss Per Epoch Table
 | Epoch | Average Training Loss |
 |-------|-----------------------|
 | 1     | 5.9700               |
@@ -178,3 +179,8 @@ Finally, the validation loss for Level 4 is shown, where training seems to stabi
 | 15    | 0.0792               |
 | 16    | 0.0632               |
 | 17    | 0.0549               |
+
+### Level 5: Training and Validation Loss
+![Level 5 Train Loss](https://huggingface.co/dejanseo/ecommerce-taxonomy-classifier/resolve/main/training/metrics/level-5-train-loss.png)
+![Level 5 Validation Loss](https://huggingface.co/dejanseo/ecommerce-taxonomy-classifier/resolve/main/training/metrics/level-5-val-loss.png)
+![Level 5 Validation Loss per Epoch](https://huggingface.co/dejanseo/ecommerce-taxonomy-classifier/resolve/main/training/metrics/level-5-val-loss-epochs.png)