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wav2vec2-large-xlsr-53-AsanteTwi-06second
ayertey01/wav2vec2-large-xlsr-53-AsanteTwi-06second
wav2vec2-large-xlsr-53-AsanteTwi-06second is a automatic speech recognition model from ayertey01. 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 19, 2023
- Updated
- Jul 19, 2023
- SHA
- bf767bc4
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. -->
wav2vec2-large-xlsr-53-AsanteTwi-06second
This model is a fine-tuned version of ayertey01/wav2vec2-large-xlsr-53-AsanteTwi-06 on the common_voice_13_0 dataset. It achieves the following results on the evaluation set:
- Loss: 0.6678
- Wer: 0.4375
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: 16
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 200
- num_epochs: 120
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 3.0992 | 16.67 | 100 | 2.4101 | 1.0 |
| 0.3622 | 33.33 | 200 | 0.8652 | 0.4375 |
| 0.1804 | 50.0 | 300 | 0.8567 | 0.4375 |
| 0.1412 | 66.67 | 400 | 0.8914 | 0.5625 |
| 0.1193 | 83.33 | 500 | 0.6723 | 0.4375 |
| 0.1063 | 100.0 | 600 | 0.6634 | 0.4375 |
| 0.0976 | 116.67 | 700 | 0.6678 | 0.4375 |
Framework versions
- Transformers 4.31.0
- Pytorch 2.0.1+cu118
- Datasets 2.13.1
- Tokenizers 0.13.3
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- wav2vec2
- License
- apache-2.0
- Created
- Jul 19, 2023
- Updated
- Jul 19, 2023