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whisper-small-ft-001
shinsu/whisper-small-ft-001
whisper-small-ft-001 is a automatic speech recognition model from shinsu. 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
- Sep 2, 2024
- Updated
- Sep 4, 2024
- SHA
- 3a93b665
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 Hi - Sanchit Gandhi
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: 0.4697
- Wer: 32.3415
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: 5000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.092 | 2.4450 | 1000 | 0.2995 | 35.1562 |
| 0.023 | 4.8900 | 2000 | 0.3540 | 33.9330 |
| 0.0015 | 7.3350 | 3000 | 0.4215 | 32.3542 |
| 0.0004 | 9.7800 | 4000 | 0.4573 | 32.3246 |
| 0.0002 | 12.2249 | 5000 | 0.4697 | 32.3415 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu121
- Datasets 2.21.0
- Tokenizers 0.19.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- hi
- Created
- Sep 2, 2024
- Updated
- Sep 4, 2024