Update README.md

README.md

@@ -86,7 +86,7 @@ More information needed
 
 ## Training procedure
 
-##### Model hyperparameters
+#### Model hyperparameters
 ```python
 model = Wav2Vec2ForCTC.from_pretrained(
     model_name_or_path if not last_checkpoint else last_checkpoint,
@@ -100,7 +100,7 @@ model = Wav2Vec2ForCTC.from_pretrained(
     ctc_zero_infinity = True,
 )
 ```
-##### Training hyperparameters
+#### Training hyperparameters
 
 The following hyperparameters were used during training:
 - learning_rate: 1e-05
@@ -115,7 +115,7 @@ The following hyperparameters were used during training:
 - training_steps: 2000
 - mixed_precision_training: Native AMP
 
-##### Training results
+#### Training results
 
 | Training Loss | Epoch | Step | Validation Loss | Wer    |
 |:-------------:|:-----:|:----:|:---------------:|:------:|
@@ -141,7 +141,7 @@ The following hyperparameters were used during training:
 | 0.7618        | 12.5  | 2000 | 0.6728          | 0.3286 |
 
 
-##### Framework versions
+#### Framework versions
 
 - Transformers 4.35.2
 - Pytorch 2.1.0+cu118