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whisper-small-ar
mrYou/whisper-small-ar
whisper-small-ar is a automatic speech recognition model from mrYou. 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
- Jul 5, 2024
- Updated
- Jul 8, 2024
- SHA
- 61c4166b
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 ar - younes matrab
This model is a fine-tuned version of openai/whisper-small on the Common Voice 11.0 dataset. It achieves the following results on the evaluation set:
- Loss: 0.8027
- Wer: 61.6541
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: 2e-05
- train_batch_size: 16
- eval_batch_size: 4
- 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: 100
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 1.7188 | 0.4167 | 10 | 2.7773 | 67.1053 |
| 1.6979 | 0.8333 | 20 | 2.4033 | 66.5414 |
| 1.3932 | 1.25 | 30 | 1.9422 | 66.3534 |
| 1.0467 | 1.6667 | 40 | 1.6225 | 65.2256 |
| 0.8824 | 2.0833 | 50 | 1.3586 | 64.4737 |
| 0.5935 | 2.5 | 60 | 1.0915 | 62.4060 |
| 0.4491 | 2.9167 | 70 | 0.8986 | 63.3459 |
| 0.3438 | 3.3333 | 80 | 0.8473 | 61.6541 |
| 0.2915 | 3.75 | 90 | 0.8132 | 60.1504 |
| 0.2391 | 4.1667 | 100 | 0.8027 | 61.6541 |
Framework versions
- Transformers 4.42.3
- Pytorch 2.3.0+cu121
- Datasets 2.20.0
- Tokenizers 0.19.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- ar
- Created
- Jul 5, 2024
- Updated
- Jul 8, 2024