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whisper-small-mn
Tuia/whisper-small-mn
whisper-small-mn is a automatic speech recognition model from Tuia. 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
- Apr 26, 2024
- Updated
- Apr 27, 2024
- SHA
- 69b58779
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 Mn - 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: 0.5062
- Wer: 46.6033
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: 2
- 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: 7000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.6115 | 0.4975 | 1000 | 0.7317 | 69.4572 |
| 0.4096 | 0.9950 | 2000 | 0.5577 | 56.7770 |
| 0.2114 | 1.4925 | 3000 | 0.5270 | 52.8506 |
| 0.2126 | 1.9900 | 4000 | 0.4860 | 50.1365 |
| 0.105 | 2.4876 | 5000 | 0.5017 | 48.1542 |
| 0.0678 | 2.9851 | 6000 | 0.4909 | 47.1876 |
| 0.0294 | 3.4826 | 7000 | 0.5062 | 46.6033 |
Framework versions
- Transformers 4.40.1
- Pytorch 2.2.1+cu121
- Datasets 2.19.0
- Tokenizers 0.19.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- mn
- Created
- Apr 26, 2024
- Updated
- Apr 27, 2024