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drone_sy_tiny_t4
CSY1109/drone_sy_tiny_t4
drone_sy_tiny_t4 is a automatic speech recognition model from CSY1109. 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
- Mar 11, 2025
- Updated
- Mar 12, 2025
- SHA
- 9ad85d15
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. -->
Drone test En - Siang Yi
This model is a fine-tuned version of openai/whisper-tiny on the drone command tsv4 dataset. It achieves the following results on the evaluation set:
- Loss: 0.9780
- Wer: 21.0526
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: 2e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 8
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.2
- training_steps: 1000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.0221 | 25.0 | 100 | 0.7679 | 28.9474 |
| 0.0048 | 50.0 | 200 | 0.7079 | 23.6842 |
| 0.0042 | 75.0 | 300 | 0.8937 | 21.0526 |
| 0.0 | 100.0 | 400 | 0.9432 | 21.0526 |
| 0.0 | 125.0 | 500 | 0.9563 | 21.0526 |
| 0.0 | 150.0 | 600 | 0.9644 | 21.0526 |
| 0.0 | 175.0 | 700 | 0.9711 | 21.0526 |
| 0.0 | 200.0 | 800 | 0.9751 | 21.0526 |
| 0.0 | 225.0 | 900 | 0.9771 | 21.0526 |
| 0.0 | 250.0 | 1000 | 0.9780 | 21.0526 |
Framework versions
- Transformers 4.48.3
- Pytorch 2.6.0+cu124
- Datasets 3.2.0
- Tokenizers 0.21.0
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- en
- Created
- Mar 11, 2025
- Updated
- Mar 12, 2025