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whisper-tiny-finetuned-minds14-enUS
Adbhut/whisper-tiny-finetuned-minds14-enUS
whisper-tiny-finetuned-minds14-enUS is a automatic speech recognition model from Adbhut. 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
- Sep 10, 2023
- Updated
- Sep 10, 2023
- SHA
- aa6cdf0f
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-finetuned-minds14-enUS
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:
- Wer: 0.3377
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: 600
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer Ortho | Wer |
|---|---|---|---|---|---|
| 0.3065 | 3.57 | 100 | 0.4921 | 0.3689 | 0.3577 |
| 0.0391 | 7.14 | 200 | 0.5425 | 0.3535 | 0.3436 |
| 0.0042 | 10.71 | 300 | 0.5878 | 0.3566 | 0.3495 |
| 0.0012 | 14.29 | 400 | 0.6206 | 0.3430 | 0.3377 |
| 0.0007 | 17.86 | 500 | 0.6438 | 0.3448 | 0.3406 |
| 0.0005 | 21.43 | 600 | 0.6602 | 0.3430 | 0.3394 |
Framework versions
- Transformers 4.33.1
- Pytorch 2.0.1+cu118
- Datasets 2.14.5
- Tokenizers 0.13.3
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Created
- Sep 10, 2023
- Updated
- Sep 10, 2023