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whisper-tiny-polyai-enUS_fewer_epochs
mitro99/whisper-tiny-polyai-enUS_fewer_epochs
whisper-tiny-polyai-enUS_fewer_epochs is a automatic speech recognition model from mitro99. Use it when you need speech turned into text. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Automatic Speech Recognition
- Library
- transformers
- Model type
- whisper
- Access
- Public
- Created
- Jan 19, 2024
- Updated
- Jan 19, 2024
- SHA
- 98a36646
Base models
Datasets
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-tiny-polyai-enUS_fewer_epochs
This model is a fine-tuned version of openai/whisper-tiny on the PolyAI/minds14 dataset. It achieves the following results on the evaluation set:
- Loss: 0.6145
- Wer Ortho: 0.3800
- Wer: 0.3495
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: 5e-06
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: constant_with_warmup
- lr_scheduler_warmup_steps: 50
- training_steps: 200
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer Ortho | Wer |
|---|---|---|---|---|---|
| 2.9576 | 3.33 | 50 | 1.9424 | 0.5077 | 0.4050 |
| 0.5132 | 6.67 | 100 | 0.6382 | 0.4152 | 0.3684 |
| 0.2569 | 10.0 | 150 | 0.5925 | 0.3893 | 0.3554 |
| 0.0973 | 13.33 | 200 | 0.6145 | 0.3800 | 0.3495 |
Framework versions
- Transformers 4.36.2
- Pytorch 2.1.1+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- Created
- Jan 19, 2024
- Updated
- Jan 19, 2024