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wav2vec2-model-training
keyi10/wav2vec2-model-training
wav2vec2-model-training is a automatic speech recognition model from keyi10. 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
- Mar 28, 2024
- Updated
- Mar 28, 2024
- SHA
- 4dd1cda4
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. -->
wav2vec2-model-training
This model is a fine-tuned version of facebook/wav2vec2-base on the lj_speech dataset. It achieves the following results on the evaluation set:
- Loss: 0.1258
- Wer: 0.1446
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: 1000
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 3.5099 | 1.52 | 500 | 1.1323 | 0.6740 |
| 0.3293 | 3.05 | 1000 | 0.1430 | 0.1851 |
| 0.1047 | 4.57 | 1500 | 0.1258 | 0.1446 |
Framework versions
- Transformers 4.17.0
- Pytorch 2.1.2
- Datasets 2.15.0
- Tokenizers 0.15.2
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- wav2vec2
- License
- apache-2.0
- Created
- Mar 28, 2024
- Updated
- Mar 28, 2024