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working
KieuTruongz/working
working is a automatic speech recognition model from KieuTruongz. 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
- wav2vec2
- Access
- Public
- Created
- Jul 12, 2024
- Updated
- Jul 12, 2024
- SHA
- a4c297ba
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. -->
working
This model is a fine-tuned version of facebook/wav2vec2-base on the vivos dataset. It achieves the following results on the evaluation set:
- Loss: 0.2861
- Wer: 0.2003
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: 0.0001
- train_batch_size: 32
- 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
- num_epochs: 10
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 5.8286 | 1.0274 | 300 | 3.6649 | 1.0 |
| 3.3501 | 2.0548 | 600 | 2.5006 | 0.9971 |
| 1.0597 | 3.0822 | 900 | 0.5530 | 0.3923 |
| 0.5399 | 4.1096 | 1200 | 0.4242 | 0.3123 |
| 0.4275 | 5.1370 | 1500 | 0.3533 | 0.2677 |
| 0.363 | 6.1644 | 1800 | 0.3392 | 0.2368 |
| 0.3145 | 7.1918 | 2100 | 0.3485 | 0.2331 |
| 0.2803 | 8.2192 | 2400 | 0.3139 | 0.2136 |
| 0.2551 | 9.2466 | 2700 | 0.2939 | 0.2065 |
Framework versions
- Transformers 4.42.3
- Pytorch 2.1.2
- Datasets 2.20.0
- Tokenizers 0.19.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- wav2vec2
- License
- apache-2.0
- Created
- Jul 12, 2024
- Updated
- Jul 12, 2024