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whisper-medical-data
rajan-12/whisper-medical-data
whisper-medical-data is a automatic speech recognition model from rajan-12. Use it when you need speech turned into text. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Automatic Speech Recognition
- Library
- transformers
- License
- apache-2.0
- Model type
- whisper
- Access
- Public
- Created
- Mar 8, 2024
- Updated
- Mar 8, 2024
- SHA
- 18970934
Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
whisper-medical-data
This model is a fine-tuned version of openai/whisper-small.en on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.7069
- Wer: 23.3573
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: 1e-05
- train_batch_size: 16
- 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
- training_steps: 1000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 1.0106 | 4.17 | 100 | 1.1117 | 24.8717 |
| 0.043 | 8.33 | 200 | 0.5784 | 28.0287 |
| 0.0049 | 12.5 | 300 | 0.6418 | 23.7936 |
| 0.001 | 16.67 | 400 | 0.6730 | 23.2290 |
| 0.0005 | 20.83 | 500 | 0.6854 | 23.3573 |
| 0.0004 | 25.0 | 600 | 0.6938 | 23.3316 |
| 0.0003 | 29.17 | 700 | 0.6996 | 23.4343 |
| 0.0003 | 33.33 | 800 | 0.7034 | 23.3830 |
| 0.0002 | 37.5 | 900 | 0.7061 | 23.3573 |
| 0.0002 | 41.67 | 1000 | 0.7069 | 23.3573 |
Framework versions
- Transformers 4.38.2
- Pytorch 2.1.0+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Created
- Mar 8, 2024
- Updated
- Mar 8, 2024