Update README.md

README.md

@@ -5,24 +5,24 @@ base_model:
 pipeline_tag: automatic-speech-recognition
 ---
 
-Description
+## Description
 This model is a fine-tuned version of ishmamzarif/bangla_asr_augmented_bangla-whisper-epoch-11 . 
 ishmamzarif/bangla_asr_augmented_bangla-whisper-epoch-11 is a finetuned version of bangla-speech-processing/BanglaASR  on Bangla speech data.
 
-Environment:
-Python version: 3.12.12
-PyTorch version: 2.8.0+cu126
-Librosa version: 0.10.1
-NumPy version: 1.26.4
+## Environment:
+- Python version: 3.12.12
+- PyTorch version: 2.8.0+cu126
+- Librosa version: 0.10.1
+- NumPy version: 1.26.4
 
-Training Parameters:
+## Training Parameters:
 
-BATCH_SIZE = 4
-GRADIENT_ACCUMULATION_STEPS = 4  # Effective batch size = 16
-LEARNING_RATE = 2e-5
-WARMUP_STEPS = 400
-NUM_TRAIN_EPOCHS = 8
-LOGGING_STEPS = 50
+- BATCH_SIZE = 4
+- GRADIENT_ACCUMULATION_STEPS = 4  # Effective batch size = 16
+- LEARNING_RATE = 2e-5
+- WARMUP_STEPS = 400
+- NUM_TRAIN_EPOCHS = 8
+- LOGGING_STEPS = 50
 
 
 | **Epoch** | **Training Loss** | **Validation Loss** | **WER (%)** | **Normalized Levenshtein Similarity (%)** |