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whisper-medium-ft-client
UsmanAXAI/whisper-medium-ft-client
whisper-medium-ft-client is a automatic speech recognition model from UsmanAXAI. 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
- Feb 27, 2024
- Updated
- Feb 27, 2024
- SHA
- bbfb3626
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 Medium Ar - AxAI
This model is a fine-tuned version of openai/whisper-medium on the Client dataset. It achieves the following results on the evaluation set:
- Loss: 3.5466
- Wer: 100.0
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: 1
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 8
- total_train_batch_size: 8
- 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 |
|---|---|---|---|---|
| 0.0411 | 24.39 | 500 | 2.8748 | 100.0 |
| 0.0063 | 48.78 | 1000 | 3.3347 | 100.0 |
| 0.0017 | 73.17 | 1500 | 3.4076 | 100.0 |
| 0.0003 | 97.56 | 2000 | 3.4587 | 100.0 |
| 0.0001 | 121.95 | 2500 | 3.5256 | 100.0 |
| 0.0001 | 146.34 | 3000 | 3.5325 | 100.0 |
| 0.0001 | 170.73 | 3500 | 3.5419 | 100.0 |
| 0.0001 | 195.12 | 4000 | 3.5466 | 100.0 |
Framework versions
- Transformers 4.37.2
- Pytorch 2.2.0+cu121
- Datasets 2.17.1
- Tokenizers 0.15.2
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- ar
- Created
- Feb 27, 2024
- Updated
- Feb 27, 2024