openai/whisper-small
This model is a fine-tuned version of openai/whisper-small on the pphuc25/EngMed dataset. It achieves the following results on the evaluation set:
- Loss: 0.0002
- Wer: 16.9843
- Cer: 13.2128
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.0001
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 100
- num_epochs: 20
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer | Cer |
|---|---|---|---|---|---|
| 0.7745 | 1.0 | 386 | 0.3281 | 23.8481 | 18.9940 |
| 0.4222 | 2.0 | 772 | 0.1559 | 34.1276 | 31.2181 |
| 0.2229 | 3.0 | 1158 | 0.0890 | 41.8389 | 41.5395 |
| 0.0959 | 4.0 | 1544 | 0.0530 | 43.5633 | 41.1019 |
| 0.0783 | 5.0 | 1930 | 0.0374 | 35.9313 | 35.5561 |
| 0.0491 | 6.0 | 2316 | 0.0241 | 31.5489 | 24.3995 |
| 0.0384 | 7.0 | 2702 | 0.0182 | 26.3650 | 22.6028 |
| 0.0454 | 8.0 | 3088 | 0.0122 | 25.1452 | 20.9192 |
| 0.0153 | 9.0 | 3474 | 0.0076 | 21.1914 | 17.8663 |
| 0.013 | 10.0 | 3860 | 0.0059 | 20.7264 | 16.9106 |
| 0.0049 | 11.0 | 4246 | 0.0035 | 18.8548 | 14.8285 |
| 0.0028 | 12.0 | 4632 | 0.0026 | 16.8447 | 12.9932 |
| 0.0045 | 13.0 | 5018 | 0.0017 | 20.3620 | 16.0350 |
| 0.0015 | 14.0 | 5404 | 0.0010 | 18.4088 | 13.8127 |
| 0.0021 | 15.0 | 5790 | 0.0006 | 16.3526 | 13.1850 |
| 0.0042 | 16.0 | 6176 | 0.0004 | 16.0627 | 12.6793 |
| 0.0009 | 17.0 | 6562 | 0.0003 | 16.4933 | 13.0223 |
| 0.0003 | 18.0 | 6948 | 0.0002 | 16.9122 | 12.9176 |
| 0.0006 | 19.0 | 7334 | 0.0002 | 16.8802 | 13.1395 |
| 0.0001 | 20.0 | 7720 | 0.0002 | 16.9843 | 13.2128 |
Framework versions
- Transformers 4.41.1
- Pytorch 2.3.0
- Datasets 2.19.1
- Tokenizers 0.19.1
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Model tree for Hanhpt23/whisper-small-engmed-free_ED0-8
Base model
openai/whisper-small