Update README.md

README.md

@@ -140,11 +140,6 @@ The validation loss for Level 3, demonstrating steady improvements as the model
 ![Level 4 Train Loss](https://huggingface.co/dejanseo/ecommerce-taxonomy-classifier/resolve/main/training/metrics/level-4-train-loss.png)
 The training loss for Level 4 is plotted here, showing the effects of high-dimensional input features at this level.
 
-### Level 4: Validation Loss
-![Level 4 Validation Loss](https://huggingface.co/dejanseo/ecommerce-taxonomy-classifier/resolve/main/training/metrics/level-4-val-loss.png)
-Finally, the validation loss for Level 4 is shown, where training seems to stabilize after a longer period.
-
-### Level 4: Validation Loss Per Epoch Table
 | Epoch | Average Training Loss |
 |-------|------------------------|
 | 1     | 5.2803                |
@@ -157,19 +152,19 @@ Finally, the validation loss for Level 4 is shown, where training seems to stabi
 | 8     | 0.1813                |
 | 9     | 0.1426                |
 
+### Level 4: Validation Loss
+![Level 4 Validation Loss](https://huggingface.co/dejanseo/ecommerce-taxonomy-classifier/resolve/main/training/metrics/level-4-val-loss.png)
+Finally, the validation loss for Level 4 is shown, where training seems to stabilize after a longer period.
+
 ## Level 5
 
 ### 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 training loss.
 
-![Level 5 Validation Loss](https://huggingface.co/dejanseo/ecommerce-taxonomy-classifier/resolve/main/training/metrics/level-5-val-loss.png)
-Level 5 validation loss.
-
 ![Level 5 Training Loss per Epoch](https://huggingface.co/dejanseo/ecommerce-taxonomy-classifier/resolve/main/training/metrics/level-5-val-loss-epochs.png)
 Average training loss / epoch.
 
-### Level 5: Training Loss Per Epoch Table
 | Epoch | Average Training Loss |
 |-------|-----------------------|
 | 1     | 5.9700               |
@@ -190,14 +185,15 @@ Average training loss / epoch.
 | 16    | 0.0632               |
 | 17    | 0.0549               |
 
+![Level 5 Validation Loss](https://huggingface.co/dejanseo/ecommerce-taxonomy-classifier/resolve/main/training/metrics/level-5-val-loss.png)
+Level 5 validation loss.
+
 ## Level 6
 
 ### Level 6: Training and Validation Loss
 ![Level 6 Train Loss](https://huggingface.co/dejanseo/ecommerce-taxonomy-classifier/resolve/main/training/metrics/level-6-train-loss.png)
-![Level 6 Validation Loss](https://huggingface.co/dejanseo/ecommerce-taxonomy-classifier/resolve/main/training/metrics/level-6-val-loss.png)
-![Level 6 Validation Loss / Epoch](https://huggingface.co/dejanseo/ecommerce-taxonomy-classifier/resolve/main/training/metrics/level-6-val-loss-epochs.png)
+![Level 6 Training Loss / Epoch](https://huggingface.co/dejanseo/ecommerce-taxonomy-classifier/resolve/main/training/metrics/level-6-val-loss-epochs.png)
 
-### Level 6: Training Loss Per Epoch Table
 | **Epoch** | **Average Training Loss** |
 |-----------|----------------------------|
 | 1         | 5.5855                     |
@@ -230,16 +226,14 @@ Average training loss / epoch.
 | 28        | 0.0337                     |
 | 29        | 0.0194                     |
 
+![Level 6 Validation Loss](https://huggingface.co/dejanseo/ecommerce-taxonomy-classifier/resolve/main/training/metrics/level-6-val-loss.png)
 
 ## Level 7
 
-
 ### Level 7: Training and Validation Loss
 ![Level 7 Train Loss](https://huggingface.co/dejanseo/ecommerce-taxonomy-classifier/resolve/main/training/metrics/level-7-train-loss.png)
-![Level 7 Validation Loss](https://huggingface.co/dejanseo/ecommerce-taxonomy-classifier/resolve/main/training/metrics/level-7-val-loss.png)
 ![Level 7 Validation Loss / Epoch](https://huggingface.co/dejanseo/ecommerce-taxonomy-classifier/resolve/main/training/metrics/level-7-val-loss-epochs.png)
 
-### Level 7: Training Loss Per Epoch Table
 | **Epoch** | **Average Training Loss** |
 |-----------|----------------------------|
 | 1         | 3.8413                     |
@@ -257,3 +251,5 @@ Average training loss / epoch.
 | 13        | 0.2918                     |
 | 14        | 0.2501                     |
 | 15        | 0.2166                     |
+
+![Level 7 Validation Loss](https://huggingface.co/dejanseo/ecommerce-taxonomy-classifier/resolve/main/training/metrics/level-7-val-loss.png)