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whisper-medium_to_cv_albanian
rishabhjain16/whisper-medium_to_cv_albanian
whisper-medium_to_cv_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 27, 2024
- Updated
- Feb 28, 2024
- SHA
- 49a10b77
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 Medium CV Test
This model is a fine-tuned version of openai/whisper-medium on the CV Albanian dataset. It achieves the following results on the evaluation set:
- eval_loss: 0.7844
- eval_wer: 39.9593
- eval_runtime: 186.4098
- eval_samples_per_second: 2.06
- eval_steps_per_second: 0.257
- epoch: 37.04
- step: 2000
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.0338 | 0.2 | 500 | 0.7342 | 45.9470 |
| 0.0026 | 0.4 | 1000 | 0.7724 | 40.4887 |
| 0.0008 | 0.8 | 1500 | 0.7513 | 39.7148 |
| 0.0001 | 1.0 | 2000 | 0.7844 | 39.9592 |
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: 500
- training_steps: 5000
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 27, 2024
- Updated
- Feb 28, 2024