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dysarthria-tiny-en
hiwden00/dysarthria-tiny-en
dysarthria-tiny-en is a automatic speech recognition model from hiwden00. 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
- Sep 28, 2024
- Updated
- Oct 8, 2024
- SHA
- 4bcc934a
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. -->
dysarthria-tiny-en
This model is a fine-tuned version of openai/whisper-tiny.en on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.2870
- Wer: 52.8131
- Cer: 36.9112
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: 500
- training_steps: 5000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer | Cer |
|---|---|---|---|---|---|
| 0.0255 | 13.5135 | 500 | 0.4034 | 199.4555 | 178.1629 |
| 0.0005 | 27.0270 | 1000 | 0.2994 | 17.9673 | 11.4738 |
| 0.0002 | 40.5405 | 1500 | 0.2941 | 17.2414 | 11.1373 |
| 0.0002 | 54.0541 | 2000 | 0.2917 | 16.6969 | 10.7672 |
| 0.0001 | 67.5676 | 2500 | 0.2892 | 15.9710 | 10.3634 |
| 0.0001 | 81.0811 | 3000 | 0.2886 | 53.7205 | 37.3486 |
| 0.0001 | 94.5946 | 3500 | 0.2882 | 53.1760 | 37.2813 |
| 0.0001 | 108.1081 | 4000 | 0.2881 | 53.1760 | 37.3486 |
| 0.0001 | 121.6216 | 4500 | 0.2870 | 52.8131 | 36.9112 |
| 0.0 | 135.1351 | 5000 | 0.2870 | 52.8131 | 36.9112 |
Framework versions
- Transformers 4.45.1
- Pytorch 2.4.1+cu121
- Datasets 3.0.1
- Tokenizers 0.20.0
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Created
- Sep 28, 2024
- Updated
- Oct 8, 2024