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audio-voilence-detection-vii
Hemg/audio-voilence-detection-vii
audio-voilence-detection-vii is a audio classification model from Hemg. 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 apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Audio Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- wav2vec2
- Access
- Public
- Created
- Mar 31, 2024
- Updated
- Mar 31, 2024
- SHA
- 44bb6cfe
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. -->
audio-voilence-detection-vii
This model is a fine-tuned version of facebook/wav2vec2-base on the audiofolder dataset. It achieves the following results on the evaluation set:
- Loss: 0.6731
- Accuracy: 0.6
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: 0.0003
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 8
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 0.6671 | 0.95 | 9 | 0.4106 | 0.8933 |
| 0.674 | 2.0 | 19 | 0.6732 | 0.6 |
| 0.7163 | 2.95 | 28 | 0.6747 | 0.6 |
| 0.6465 | 4.0 | 38 | 0.6730 | 0.6 |
| 0.7088 | 4.95 | 47 | 0.6730 | 0.6 |
| 0.6445 | 6.0 | 57 | 0.6730 | 0.6 |
| 0.7132 | 6.95 | 66 | 0.6731 | 0.6 |
| 0.6201 | 7.58 | 72 | 0.6731 | 0.6 |
Framework versions
- Transformers 4.39.2
- Pytorch 2.2.1+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
- Task
- Audio Classification
- Library
- transformers
- Type
- wav2vec2
- License
- apache-2.0
- Created
- Mar 31, 2024
- Updated
- Mar 31, 2024