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whisper-small-yo
mabrouk/whisper-small-yo
whisper-small-yo is a automatic speech recognition model from mabrouk. 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 3, 2023
- Updated
- Sep 4, 2023
- SHA
- 752cba2f
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 Yoruba - Mubarak Ganiyu
This model is a fine-tuned version of openai/whisper-small on the Common Voice 13 dataset. It achieves the following results on the evaluation set:
- Loss: 1.2013
- Wer Ortho: 71.5314
- Wer: 51.0134
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: 4000
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer Ortho | Wer |
|---|---|---|---|---|---|
| 0.1023 | 5.88 | 500 | 0.8498 | 73.4063 | 54.6298 |
| 0.0129 | 11.76 | 1000 | 1.0323 | 76.4662 | 55.2126 |
| 0.0074 | 17.65 | 1500 | 1.1289 | 71.2914 | 53.1064 |
| 0.005 | 23.53 | 2000 | 1.1822 | 71.2764 | 52.1923 |
| 0.0048 | 29.41 | 2500 | 1.1737 | 72.5664 | 51.9407 |
| 0.0044 | 35.29 | 3000 | 1.1774 | 76.2412 | 55.2524 |
| 0.0041 | 41.18 | 3500 | 1.2009 | 72.5364 | 51.3843 |
| 0.004 | 47.06 | 4000 | 1.2013 | 71.5314 | 51.0134 |
Framework versions
- Transformers 4.32.1
- Pytorch 2.0.1+cu118
- Datasets 2.14.4
- Tokenizers 0.13.3
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- yo
- Created
- Sep 3, 2023
- Updated
- Sep 4, 2023