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whisper-large-v3-kz
Drahokma/whisper-large-v3-kz
whisper-large-v3-kz is a automatic speech recognition model from Drahokma. 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
- Jun 18, 2024
- Updated
- Jun 18, 2024
- SHA
- d1fa30ba
Base models
Spaces
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 v3 Kazakh
This model is a fine-tuned version of openai/whisper-large-v3 on the Common Voice 17.0 dataset. It achieves the following results on the evaluation set:
- Loss: 0.5842
- Wer: 188.0606
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: 4000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.0003 | 28.5714 | 1000 | 0.4718 | 546.6835 |
| 0.0 | 57.1429 | 2000 | 0.5506 | 175.4264 |
| 0.0 | 85.7143 | 3000 | 0.5751 | 185.3759 |
| 0.0 | 114.2857 | 4000 | 0.5842 | 188.0606 |
Framework versions
- Transformers 4.42.0.dev0
- Pytorch 1.12.0
- Datasets 2.20.0
- Tokenizers 0.19.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- kk
- Created
- Jun 18, 2024
- Updated
- Jun 18, 2024