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whisper-small-kr
deemboi/whisper-small-kr
whisper-small-kr is a automatic speech recognition model from deemboi. Use it when you need speech turned into text. It is set up for transformers.
This model is a fine-tuned version of openai/whisper-small on the Bingsu korean dataset. It achieves the following results:
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At a glance
- Task
- Automatic Speech Recognition
- Library
- transformers
- Model type
- whisper
- Access
- Public
- Created
- Jan 18, 2023
- Updated
- Feb 3, 2023
- SHA
- 6e47644e
Datasets
Model card
From the Hugging Face model README
Whisper Small Kr
This model is a fine-tuned version of openai/whisper-small on the Bingsu korean dataset. It achieves the following results:
Training results
| Step | Training Loss | Validation Loss | Wer |
|---|---|---|---|
| 1000 | 0.1141 | 0.145484 | 10.811625 |
| 2000 | 0.0369 | 0.106371 | 7.72474 |
| 3000 | 0.0153 | 0.095729 | 6.520102 |
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: 3000
- mixed_precision_training: Native AMP
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- Languages
- ko
- Created
- Jan 18, 2023
- Updated
- Feb 3, 2023