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whisper-native-children-8-dutch
golesheed/whisper-native-children-8-dutch
whisper-native-children-8-dutch is a automatic speech recognition model from golesheed. 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 2, 2024
- Updated
- Feb 2, 2024
- SHA
- 37f5c618
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 Large V2
This model is a fine-tuned version of openai/whisper-large-v2 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.1599
- Wer: 7.6743
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: 3e-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: 20
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.4382 | 0.38 | 30 | 0.1844 | 8.1741 |
| 0.1791 | 0.75 | 60 | 0.1583 | 6.5941 |
| 0.1281 | 1.12 | 90 | 0.1565 | 8.4160 |
| 0.0742 | 1.5 | 120 | 0.1515 | 6.2797 |
| 0.0767 | 1.88 | 150 | 0.1464 | 6.3603 |
| 0.05 | 2.25 | 180 | 0.1570 | 9.4478 |
| 0.0312 | 2.62 | 210 | 0.1557 | 6.1185 |
| 0.0321 | 3.0 | 240 | 0.1465 | 5.3043 |
| 0.0144 | 3.38 | 270 | 0.1585 | 5.3607 |
| 0.0153 | 3.75 | 300 | 0.1531 | 5.9331 |
| 0.011 | 4.12 | 330 | 0.1532 | 5.5220 |
| 0.0071 | 4.5 | 360 | 0.1592 | 6.8440 |
| 0.0061 | 4.88 | 390 | 0.1599 | 7.6743 |
Framework versions
- Transformers 4.38.0.dev0
- Pytorch 2.1.0+cu121
- Datasets 2.14.6
- Tokenizers 0.15.0
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- nl
- Created
- Feb 2, 2024
- Updated
- Feb 2, 2024