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whisper-small-tt
501Good/whisper-small-tt
whisper-small-tt is a automatic speech recognition model from 501Good. Use it when you need speech turned into text. It is set up for transformers. The card lists the license as apache-2.0.
This model is a fine-tuned version of openai/whisper-small on the Common Voice 11.0 dataset. It achieves the following results on the evaluation set: - Loss: 0.4745 - Wer: 29.1407
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At a glance
- Task
- Automatic Speech Recognition
- Library
- transformers
- License
- apache-2.0
- Model type
- whisper
- Access
- Public
- Created
- Dec 5, 2022
- Updated
- Dec 19, 2022
- SHA
- edd7fc1a
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Model card
From the Hugging Face model README
Whisper Small Tatar - Kirill Milintsevich
This model is a fine-tuned version of openai/whisper-small on the Common Voice 11.0 dataset. It achieves the following results on the evaluation set:
- Loss: 0.4745
- Wer: 29.1407
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: 64
- 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 |
|---|---|---|---|---|
| 0.0415 | 4.98 | 1000 | 0.3252 | 29.9512 |
| 0.0041 | 9.95 | 2000 | 0.3982 | 29.4805 |
| 0.0007 | 14.93 | 3000 | 0.4457 | 29.1513 |
| 0.0003 | 19.9 | 4000 | 0.4665 | 29.0912 |
| 0.0002 | 24.88 | 5000 | 0.4745 | 29.1407 |
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- tt
- Created
- Dec 5, 2022
- Updated
- Dec 19, 2022