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webcam_topline-whisper-tiny
jethrowang/webcam_topline-whisper-tiny
webcam_topline-whisper-tiny is a machine learning model from jethrowang. Use it for the machine learning task on the model card, and read the license before you ship it in a product. 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
- License
- apache-2.0
- Model type
- whisper
- Access
- Public
- Created
- Aug 11, 2024
- Updated
- Aug 15, 2024
- SHA
- 75c578d2
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 Tiny Hakka Webcam
This model is a fine-tuned version of openai/whisper-tiny on the HAT ASR Aligned dataset. It achieves the following results on the evaluation set:
- Loss: 0.0706
- Cer: 3.8803
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: 64
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 1521
- training_steps: 15210
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Cer |
|---|---|---|---|---|
| 0.3507 | 0.9993 | 1521 | 0.3448 | 18.5531 |
| 0.1263 | 1.9987 | 3042 | 0.1418 | 7.4508 |
| 0.0781 | 2.9980 | 4563 | 0.1043 | 5.2685 |
| 0.0547 | 3.9974 | 6084 | 0.0880 | 5.2373 |
| 0.0369 | 4.9967 | 7605 | 0.0800 | 4.4617 |
| 0.0247 | 5.9961 | 9126 | 0.0752 | 4.1670 |
| 0.0196 | 6.9954 | 10647 | 0.0721 | 4.0884 |
| 0.014 | 7.9947 | 12168 | 0.0707 | 3.6676 |
| 0.0103 | 8.9941 | 13689 | 0.0706 | 3.6757 |
| 0.0086 | 9.9934 | 15210 | 0.0706 | 3.8803 |
Framework versions
- Transformers 4.42.3
- Pytorch 2.3.0+cu121
- Datasets 2.20.0
- Tokenizers 0.19.1
- Type
- whisper
- License
- apache-2.0
- Languages
- zh
- Created
- Aug 11, 2024
- Updated
- Aug 15, 2024