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finetunedtiny
ThangaTharun/finetunedtiny
finetunedtiny is a automatic speech recognition model from ThangaTharun. 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
- Jan 17, 2024
- Updated
- Jan 17, 2024
- SHA
- ba855d75
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. -->
ThangaTharun/Bharishkafinetuned
This model is a fine-tuned version of openai/whisper-tiny.en on the ThangaTharun/Barishka dataset. It achieves the following results on the evaluation set:
- Loss: 1.6092
- Wer: 0.0
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: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 1
- training_steps: 60
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 6.0126 | 1.67 | 5 | 5.7191 | 27.2727 |
| 4.5556 | 3.33 | 10 | 4.0076 | 18.1818 |
| 3.385 | 5.0 | 15 | 3.0201 | 22.7273 |
| 2.7403 | 6.67 | 20 | 2.2411 | 18.1818 |
| 1.9444 | 8.33 | 25 | 2.0404 | 4.5455 |
| 1.9864 | 10.0 | 30 | 1.9273 | 4.5455 |
| 2.3372 | 11.67 | 35 | 1.8292 | 0.0 |
| 1.5928 | 13.33 | 40 | 1.7561 | 0.0 |
| 1.8158 | 15.0 | 45 | 1.6984 | 0.0 |
| 1.7321 | 16.67 | 50 | 1.6561 | 0.0 |
| 1.7266 | 18.33 | 55 | 1.6268 | 0.0 |
| 1.6997 | 20.0 | 60 | 1.6092 | 0.0 |
Framework versions
- Transformers 4.36.2
- Pytorch 2.1.0+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- en
- Created
- Jan 17, 2024
- Updated
- Jan 17, 2024