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whisper-small-uzb-commonvoice
blackhole33/whisper-small-uzb-commonvoice
whisper-small-uzb-commonvoice is a automatic speech recognition model from blackhole33. 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 15, 2024
- Updated
- Apr 16, 2024
- SHA
- e81e646e
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 uz common voice
This model is a fine-tuned on the Common Voice dataset. It achieves the following results on the evaluation set:
- Loss: 0.4867
- Wer: 44.1679
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: 8
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 16
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- training_steps: 1500
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.7832 | 0.13 | 500 | 0.7033 | 58.2757 |
| 0.6095 | 0.27 | 1000 | 0.5239 | 46.5073 |
| 0.5093 | 0.4 | 1500 | 0.4867 | 44.1679 |
Framework versions
- Transformers 4.39.3
- Pytorch 2.2.1+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- uz
- Created
- Apr 15, 2024
- Updated
- Apr 16, 2024