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whisper-uzbek
Makhmud/whisper-uzbek
whisper-uzbek is a automatic speech recognition model from Makhmud. 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
- Jan 16, 2024
- Updated
- Jan 16, 2024
- SHA
- 36eac410
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 Uz - Makhmud Jumanazarov
This model is a fine-tuned version of openai/whisper on the Common Voice 11.0 dataset. It achieves the following results on the evaluation set:
- Loss: 0.3416
- Wer: 34.9285
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
- gradient_accumulation_steps: 2
- total_train_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- training_steps: 4000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.4794 | 0.54 | 1000 | 0.4504 | 42.0722 |
| 0.313 | 1.08 | 2000 | 0.3821 | 38.9392 |
| 0.2948 | 1.62 | 3000 | 0.3468 | 35.4270 |
| 0.249 | 2.16 | 4000 | 0.3416 | 34.9285 |
Framework versions
- Transformers 4.37.0.dev0
- Pytorch 2.1.2+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- uz
- Created
- Jan 16, 2024
- Updated
- Jan 16, 2024