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exp1
younghoonKIM/exp1
exp1 is a automatic speech recognition model from younghoonKIM. 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
- Dec 30, 2023
- Updated
- Dec 31, 2023
- SHA
- d483440e
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. -->
whisper_large
This model is a fine-tuned version of openai/whisper-large on the MAICON2023_noise dataset. It achieves the following results on the evaluation set:
- Loss: 0.2609
- Cer: 27.9801
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: 4
- 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: 4000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Cer |
|---|---|---|---|---|
| 0.6254 | 0.36 | 1000 | 0.5211 | 39.0406 |
| 0.3894 | 0.71 | 2000 | 0.3733 | 23.1574 |
| 0.0932 | 1.07 | 3000 | 0.2990 | 24.4794 |
| 0.0952 | 1.43 | 4000 | 0.2609 | 27.9801 |
Framework versions
- Transformers 4.37.0.dev0
- 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
- ko
- Created
- Dec 30, 2023
- Updated
- Dec 31, 2023