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whisper-large-v3-tr
ozguntosun/whisper-large-v3-tr
whisper-large-v3-tr is a automatic speech recognition model from ozguntosun. 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
- Apr 24, 2024
- Updated
- Apr 29, 2024
- SHA
- c2212290
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 Large TR - Özgün Tosun
This model is a fine-tuned version of openai/whisper-large-v3 on the Common Voice 16.1 dataset. It achieves the following results on the evaluation set:
- Loss: 0.1323
- Wer: 11.7279
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: 5000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.1372 | 0.3652 | 1000 | 0.1810 | 16.0805 |
| 0.1103 | 0.7305 | 2000 | 0.1628 | 14.5458 |
| 0.0563 | 1.0957 | 3000 | 0.1513 | 12.9302 |
| 0.0657 | 1.4609 | 4000 | 0.1383 | 12.4198 |
| 0.0444 | 1.8262 | 5000 | 0.1323 | 11.7279 |
Framework versions
- Transformers 4.40.1
- Pytorch 2.2.2+cu121
- Datasets 2.19.0
- Tokenizers 0.19.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- tr
- Created
- Apr 24, 2024
- Updated
- Apr 29, 2024