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whisper-tiny-finetuned-PolyAI-minds14
weiren119/whisper-tiny-finetuned-PolyAI-minds14
whisper-tiny-finetuned-PolyAI-minds14 is a automatic speech recognition model from weiren119. 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
- Jul 29, 2023
- Updated
- Jul 29, 2023
- SHA
- 7500be0b
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-tiny-finetuned-PolyAI-minds14
This model is a fine-tuned version of openai/whisper-tiny on the PolyAI/minds14 dataset. It achieves the following results on the evaluation set:
- Loss: 0.5406
- Wer Ortho: 0.3365
- Wer: 0.3320
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: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_steps: 50
- training_steps: 200
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer Ortho | Wer |
|---|---|---|---|---|---|
| 1.7677 | 1.79 | 50 | 0.7819 | 0.3903 | 0.3540 |
| 0.316 | 3.57 | 100 | 0.5342 | 0.3412 | 0.3379 |
| 0.1445 | 5.36 | 150 | 0.5394 | 0.3506 | 0.3469 |
| 0.1059 | 7.14 | 200 | 0.5406 | 0.3365 | 0.3320 |
Framework versions
- Transformers 4.31.0
- Pytorch 2.0.1+cu117
- Datasets 2.14.0
- Tokenizers 0.13.3
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Created
- Jul 29, 2023
- Updated
- Jul 29, 2023