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whisper-base_to_kaggle_albanian
rishabhjain16/whisper-base_to_kaggle_albanian
whisper-base_to_kaggle_albanian is a automatic speech recognition model from rishabhjain16. 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
- Feb 26, 2024
- Updated
- Feb 26, 2024
- SHA
- d709fc7b
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 Albanian Test
This model is a fine-tuned version of openai/whisper-base on the Kaggle Albanian dataset. It achieves the following results on the evaluation set:
- Loss: 0.5186
- Wer: 48.1647
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: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- training_steps: 3000
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.7023 | 0.24 | 500 | 0.8606 | 70.4293 |
| 0.548 | 0.49 | 1000 | 0.6505 | 58.0382 |
| 0.495 | 0.73 | 1500 | 0.5849 | 53.2696 |
| 0.4606 | 0.97 | 2000 | 0.5444 | 50.3312 |
| 0.3731 | 1.22 | 2500 | 0.5247 | 48.1971 |
| 0.3689 | 1.46 | 3000 | 0.5186 | 48.1647 |
Framework versions
- Transformers 4.39.0.dev0
- Pytorch 2.1.0+cu121
- Datasets 2.17.1
- Tokenizers 0.15.2
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- sq
- Created
- Feb 26, 2024
- Updated
- Feb 26, 2024