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whisper-tiny-english-minds14
Aryan-401/whisper-tiny-english-minds14
whisper-tiny-english-minds14 is a automatic speech recognition model from Aryan-401. 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
- Dec 26, 2023
- Updated
- Dec 26, 2023
- SHA
- 442ea306
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-english-minds14
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: 0.7096
- Wer Ortho: 0.3520
- Wer: 0.3534
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: 16
- 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: 500
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer Ortho | Wer |
|---|---|---|---|---|---|
| 0.3391 | 3.45 | 100 | 0.5298 | 0.3506 | 0.3508 |
| 0.0475 | 6.9 | 200 | 0.5772 | 0.3560 | 0.3559 |
| 0.0046 | 10.34 | 300 | 0.6521 | 0.3546 | 0.3540 |
| 0.0014 | 13.79 | 400 | 0.6903 | 0.3506 | 0.3521 |
| 0.0009 | 17.24 | 500 | 0.7096 | 0.3520 | 0.3534 |
Framework versions
- Transformers 4.35.2
- Pytorch 2.1.0+cu121
- Datasets 2.16.0
- Tokenizers 0.15.0
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Created
- Dec 26, 2023
- Updated
- Dec 26, 2023