Update README.md

README.md

@@ -60,16 +60,16 @@ Below are the key metrics from the model evaluation on the validation set:
 
 ## Training Validation Results
 ### Training and Validation Losses
-![Training and Validation Losses](./train/results.png)
+![Training and Validation Losses](./results.png)
 
 ### Confusion Matrix
-![Confusion Matrix](./train/confusion_matrix.png)
+![Confusion Matrix](./confusion_matrix.png)
 
 ### Precision-Recall Curve
-![Precision-Recall Curve](./train/PR_curve.png)
+![Precision-Recall Curve](./PR_curve.png)
 
 ### F1 Score Curve
-![F1 Score Curve](./train/F1_curve.png)
+![F1 Score Curve](./F1_curve.png)
 
 ## Training Configuration
 - Nvidia 4070 Geoforce RTX Super