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whisper-tiny-uzbek
mirodil/whisper-tiny-uzbek
whisper-tiny-uzbek is a automatic speech recognition model from mirodil. 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
- Nov 26, 2023
- Updated
- Nov 26, 2023
- SHA
- 52ce38d1
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 Tiny Uzbek
This model is a fine-tuned version of openai/whisper-tiny on the mozilla-foundation/common_voice_13_0 dataset. It achieves the following results on the evaluation set:
- Loss: 0.2981
- Wer Ortho: 47.7812
- Wer: 36.7906
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_with_restarts
- lr_scheduler_warmup_steps: 50
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer Ortho | Wer |
|---|---|---|---|---|---|
| 0.2929 | 0.8 | 3000 | 0.3281 | 50.8851 | 40.4395 |
| 0.2194 | 1.59 | 6000 | 0.3110 | 49.2325 | 37.9320 |
| 0.177 | 2.39 | 9000 | 0.3003 | 47.8700 | 36.8366 |
| 0.1574 | 3.18 | 12000 | 0.2997 | 48.2291 | 37.0491 |
| 0.1524 | 3.98 | 15000 | 0.2958 | 47.2395 | 36.4400 |
| 0.1455 | 4.77 | 18000 | 0.2981 | 47.7812 | 36.7906 |
Framework versions
- Transformers 4.35.1
- Pytorch 2.1.0
- Datasets 2.14.6
- Tokenizers 0.14.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- uz
- Created
- Nov 26, 2023
- Updated
- Nov 26, 2023