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TunLangModel_test1.17
Arbi-Houssem/TunLangModel_test1.17
TunLangModel_test1.17 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 15, 2024
- Updated
- Jun 15, 2024
- SHA
- 657a5468
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_Mixed dataset. It achieves the following results on the evaluation set:
- Loss: 1.3057
- Wer: 45.3307
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: 0.0001
- 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: 4000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.3483 | 4.5045 | 500 | 1.0341 | 53.6221 |
| 0.1138 | 9.0090 | 1000 | 1.1225 | 49.9641 |
| 0.0476 | 13.5135 | 1500 | 1.1610 | 51.5278 |
| 0.0238 | 18.0180 | 2000 | 1.2585 | 48.0993 |
| 0.007 | 22.5225 | 2500 | 1.2873 | 51.6282 |
| 0.0021 | 27.0270 | 3000 | 1.2722 | 46.8656 |
| 0.0007 | 31.5315 | 3500 | 1.2998 | 43.5375 |
| 0.0006 | 36.0360 | 4000 | 1.3057 | 45.3307 |
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 15, 2024
- Updated
- Jun 15, 2024