| --- |
| license: mit |
| base_model: |
| - ishmamzarif/bangla_asr_augmented_bangla-whisper-epoch-11 |
| pipeline_tag: automatic-speech-recognition |
| --- |
| |
| ## 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 |
|
|
| ## 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 |
|
|
| ## Validation Set Evaluation: |
|
|
| | **Epoch** | **Training Loss** | **Validation Loss** | **WER (%)** | **Normalized Levenshtein Similarity (%)** | |
| | --------- | ----------------- | ------------------- | ----------- | ----------------------------------------- | |
| | 0 | 2.3479 | 1.59398 | 26.519 | 83.03 | |
| | 2 | 1.5380 | 1.50034 | 18.011 | 87.15 | |
| | 4 | 1.4665 | 1.47125 | 12.486 | 91.06 | |
| | 6 | 1.4448 | 1.46236 | 10.607 | 91.97 | |
| | 7 | 1.4419 | 1.46210 | 10.441 | 92.12 | |
|
|
