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TunLangModel_test1.11
Arbi-Houssem/TunLangModel_test1.11
TunLangModel_test1.11 is a automatic speech recognition model from Arbi-Houssem. 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 14, 2024
- Updated
- Jun 14, 2024
- SHA
- 1f24704b
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 Tunisien
This model is a fine-tuned version of openai/whisper-small on the Tunisian_dataset_STT-TTS15s_filtred1.0 dataset. It achieves the following results on the evaluation set:
- Loss: 6.8348
- Wer: 102.7009
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: 0.0005
- train_batch_size: 8
- 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: 3000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 1.1414 | 3.8760 | 500 | 4.1822 | 181.0263 |
| 0.4667 | 7.7519 | 1000 | 5.0049 | 108.1702 |
| 0.1821 | 11.6279 | 1500 | 5.5927 | 102.7684 |
| 0.068 | 15.5039 | 2000 | 6.2194 | 106.2120 |
| 0.011 | 19.3798 | 2500 | 6.3815 | 103.0385 |
| 0.0003 | 23.2558 | 3000 | 6.8348 | 102.7009 |
Framework versions
- Transformers 4.41.2
- Pytorch 2.3.1+cu121
- Datasets 2.20.0
- Tokenizers 0.19.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- ar
- Created
- Jun 14, 2024
- Updated
- Jun 14, 2024