Update README.md

README.md

@@ -36,16 +36,10 @@ This model is fine-tuned for **NSFW image classification**. It classifies conten
 
 ---
 
-### 📌 Epoch Training Results
-
-![Epoch Results](https://huggingface.co/Ateeqq/nsfw-image-detection/resolve/main/all-epochs-results.png)
-
 ### 📌 Confusion Matrix
 
 ![Metrics](https://huggingface.co/Ateeqq/nsfw-image-detection/resolve/main/final-epoch-results.png)
 
-![Confusion Matrix](https://huggingface.co/Ateeqq/nsfw-image-detection/resolve/main/confusion_matrix.png)
-
 ---
 
 ### 🏷️ Categories
@@ -103,6 +97,10 @@ for i, score in enumerate(probs[0]):
 | 4     | 0.0109        | 0.0437          | 98.61%     |
 | 5 ✅   | 0.0001        | 0.0389          | **99.02%** |
 
+### 📌 Epoch Training Results
+
+![Epoch Results](https://huggingface.co/Ateeqq/nsfw-image-detection/resolve/main/all-epochs-results.png)
+
 - **Training runtime**: 1h 21m 40s
 - **Final Training Loss**: 0.0727
 - **Steps/sec**: 0.11 | **Samples/sec**: 6.99