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train4
freshpearYoon/train4
train4 is a automatic speech recognition model from freshpearYoon. 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 9, 2024
- Updated
- Jan 9, 2024
- SHA
- 1925dbf8
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_finetune
This model is a fine-tuned version of openai/whisper-base on the aihub_3 dataset. It achieves the following results on the evaluation set:
- Loss: 0.4807
- Cer: 14.7381
- Wer: 40.8215
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
- 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 | Wer |
|---|---|---|---|---|---|
| 0.2038 | 0.4 | 500 | 0.4405 | 13.6475 | 39.1975 |
| 0.1892 | 0.8 | 1000 | 0.4491 | 14.5230 | 40.5892 |
| 0.1218 | 1.2 | 1500 | 0.4710 | 14.4216 | 40.2519 |
| 0.1227 | 1.6 | 2000 | 0.4879 | 14.3981 | 40.1969 |
| 0.1311 | 2.0 | 2500 | 0.4638 | 14.6655 | 40.9614 |
| 0.0945 | 2.4 | 3000 | 0.4783 | 14.6635 | 40.9190 |
| 0.0874 | 2.8 | 3500 | 0.4743 | 14.3360 | 40.4492 |
| 0.0759 | 3.2 | 4000 | 0.4807 | 14.7381 | 40.8215 |
Framework versions
- Transformers 4.37.0.dev0
- Pytorch 1.12.1+cu113
- Datasets 2.15.0
- Tokenizers 0.15.0
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- ko
- Created
- Jan 9, 2024
- Updated
- Jan 9, 2024