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dysarthria-base
hiwden00/dysarthria-base
dysarthria-base 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 9, 2024
- SHA
- d187c453
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-base
This model is a fine-tuned version of openai/whisper-base on an dysarthria dataset. It achieves the following results on the evaluation set:
- Loss: 0.2523
- Wer: 109.4374
- Cer: 72.5101
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 |
|---|---|---|---|---|---|
| 0.0039 | 13.5135 | 500 | 0.3016 | 86.2069 | 60.2961 |
| 0.0003 | 27.0270 | 1000 | 0.2616 | 86.5699 | 65.8816 |
| 0.0001 | 40.5405 | 1500 | 0.2577 | 79.8548 | 63.3580 |
| 0.0001 | 54.0541 | 2000 | 0.2565 | 119.6007 | 78.6003 |
| 0.0001 | 67.5676 | 2500 | 0.2549 | 122.6860 | 80.0471 |
| 0.0001 | 81.0811 | 3000 | 0.2539 | 122.6860 | 80.0808 |
| 0.0 | 94.5946 | 3500 | 0.2533 | 117.7858 | 77.2207 |
| 0.0 | 108.1081 | 4000 | 0.2527 | 112.7042 | 74.8654 |
| 0.0 | 121.6216 | 4500 | 0.2523 | 109.4374 | 72.5774 |
| 0.0 | 135.1351 | 5000 | 0.2523 | 109.4374 | 72.5101 |
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 9, 2024