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whisper-medium-nlcv11
GeoffVdr/whisper-medium-nlcv11
whisper-medium-nlcv11 is a automatic speech recognition model from GeoffVdr. Use it when you need speech turned into text. It is set up for transformers. The card lists the license as apache-2.0.
This model is a fine-tuned version of openai/whisper-medium on the Common Voice 11.0 dataset.
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At a glance
- Task
- Automatic Speech Recognition
- Library
- transformers
- License
- apache-2.0
- Model type
- whisper
- Access
- Public
- Created
- Nov 23, 2022
- Updated
- Dec 14, 2022
- SHA
- 1757d196
Model card
From the Hugging Face model README
Whisper Medium nl - GeoffVdr
This model is a fine-tuned version of openai/whisper-medium on the Common Voice 11.0 dataset.
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
- Training: Mozilla CommonVoice 11 Dutch train+validation set
- Evaluation: Mozilla CommonVoice 11 Dutch test set
Training procedure
Training Hyperparameters
- learning_rate: 1e-5
- train_batch_size: 8
- eval_batch_size: 8
- gradient_accumulation_steps: 2
- lr_scheduler_warmup_steps: 500
- training_steps: 12000
Training Results
| Training Loss | Epoch | Step | WER |
|---|---|---|---|
| 0.1111 | 0.39 | 1000 | 9.89 |
| 0.0884 | 0.78 | 2000 | 9.26 |
| 0.0362 | 1.17 | 3000 | 8.64 |
| 0.0359 | 1.56 | 4000 | 8.60 |
| 0.0375 | 1.95 | 5000 | 8.24 |
| : | |||
| : | |||
| 0.0015 | 4.68 | 12000 | 7.51 |
Framework versions
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- nl
- Created
- Nov 23, 2022
- Updated
- Dec 14, 2022