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whisper_small_tele
cwchoi/whisper_small_tele
whisper_small_tele is a automatic speech recognition model from cwchoi. 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
- Jan 3, 2024
- Updated
- Jan 5, 2024
- SHA
- cda6589c
Base models
Datasets
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_small_tele
This model is a fine-tuned version of openai/whisper-small on the telephone dataset. It achieves the following results on the evaluation set:
- Loss: 0.3165
- Cer: 72.2974
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: 4000
Training results
| Training Loss | Epoch | Step | Validation Loss | Cer |
|---|---|---|---|---|
| 0.3643 | 0.56 | 1000 | 0.3751 | 56.4653 |
| 0.2418 | 1.13 | 2000 | 0.3346 | 105.1711 |
| 0.214 | 1.69 | 3000 | 0.3191 | 68.4718 |
| 0.1724 | 2.25 | 4000 | 0.3165 | 72.2974 |
Framework versions
- Transformers 4.37.0.dev0
- Pytorch 2.1.1+cu121
- Datasets 2.16.0
- Tokenizers 0.15.0
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- ko
- Created
- Jan 3, 2024
- Updated
- Jan 5, 2024