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vietnamese-voice-classification-model
thangtrungnguyen/vietnamese-voice-classification-model
vietnamese-voice-classification-model is a audio classification model from thangtrungnguyen. Use it for the audio classification task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as cc-by-nc-4.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Audio Classification
- Library
- transformers
- License
- cc-by-nc-4.0
- Model type
- wav2vec2
- Access
- Public
- Created
- Oct 30, 2024
- Updated
- Oct 30, 2024
- SHA
- 0fd6ace7
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. -->
vietnamese-voice-classification-model
This model is a fine-tuned version of nguyenvulebinh/wav2vec2-base-vi on the LSVSC dataset. It achieves the following results on the evaluation set:
- Loss: 0.0971
- F1: 0.9831
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: 5e-05
- train_batch_size: 64
- eval_batch_size: 64
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 256
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | F1 |
|---|---|---|---|---|
| 0.501 | 0.9931 | 36 | 0.2733 | 0.9699 |
| 0.1647 | 1.9862 | 72 | 0.1368 | 0.9787 |
| 0.1045 | 2.9793 | 108 | 0.1080 | 0.9820 |
| 0.0903 | 4.0 | 145 | 0.0972 | 0.9836 |
| 0.1065 | 4.9655 | 180 | 0.0971 | 0.9831 |
Framework versions
- Transformers 4.45.1
- Pytorch 2.4.0
- Datasets 3.0.1
- Tokenizers 0.20.0
- Task
- Audio Classification
- Library
- transformers
- Type
- wav2vec2
- License
- cc-by-nc-4.0
- Created
- Oct 30, 2024
- Updated
- Oct 30, 2024