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breeze-dsw-base-ml
simpragma/breeze-dsw-base-ml
breeze-dsw-base-ml is a automatic speech recognition model from simpragma. 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 16, 2024
- Updated
- Jan 17, 2024
- SHA
- 67065f49
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. -->
Breeze DSW Malayalam - base
This model is a fine-tuned version of openai/whisper-base on the mozilla-foundation/common_voice_16_0 ml dataset. It achieves the following results on the evaluation set:
- Loss: 0.6260
- Wer: 42.7247
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: 32
- eval_batch_size: 16
- seed: 42
- distributed_type: multi-GPU
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- training_steps: 2000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.3151 | 4.02 | 200 | 0.4517 | 54.5134 |
| 0.0703 | 9.02 | 400 | 0.4561 | 46.7285 |
| 0.0144 | 14.02 | 600 | 0.5625 | 43.7627 |
| 0.006 | 19.02 | 800 | 0.6260 | 42.7247 |
| 0.0024 | 24.02 | 1000 | 0.6938 | 43.0306 |
| 0.0012 | 29.02 | 1200 | 0.7354 | 44.2169 |
Framework versions
- Transformers 4.37.0.dev0
- Pytorch 2.1.2+cu121
- Datasets 2.16.2.dev0
- Tokenizers 0.15.0
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- ml
- Created
- Jan 16, 2024
- Updated
- Jan 17, 2024