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following-whisper-tutorial
tjddn0402/following-whisper-tutorial
following-whisper-tutorial is a automatic speech recognition model from tjddn0402. 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
- Oct 11, 2023
- Updated
- Oct 11, 2023
- SHA
- e89b107b
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. -->
Whisper Small KO
This model is a fine-tuned version of openai/whisper-small on the Common Voice 13.0 dataset. It achieves the following results on the evaluation set:
- Loss: 0.3779
- Cer: 1.0055
- Wer: 0.9688
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: 100
- training_steps: 500
Training results
| Training Loss | Epoch | Step | Validation Loss | Cer | Wer |
|---|---|---|---|---|---|
| 0.2858 | 5.26 | 100 | 0.4512 | 1.1681 | 0.9869 |
| 0.0058 | 10.53 | 200 | 0.3578 | 1.0637 | 0.8610 |
| 0.0012 | 15.79 | 300 | 0.3699 | 0.9535 | 0.9225 |
| 0.0009 | 21.05 | 400 | 0.3759 | 1.0149 | 0.9809 |
| 0.0008 | 26.32 | 500 | 0.3779 | 1.0055 | 0.9688 |
Framework versions
- Transformers 4.34.0
- Pytorch 2.0.1+cu118
- Datasets 2.14.5
- Tokenizers 0.14.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- ko
- Created
- Oct 11, 2023
- Updated
- Oct 11, 2023