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wav2vec2-base-finetuned-minds-1
saketag73/wav2vec2-base-finetuned-minds-1
wav2vec2-base-finetuned-minds-1 is a audio classification model from saketag73. 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
- Apr 17, 2024
- Updated
- Apr 17, 2024
- SHA
- 8d685ec9
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-base-finetuned-minds-1
This model is a fine-tuned version of facebook/wav2vec2-base on the minds14 dataset. It achieves the following results on the evaluation set:
- Loss: 1.4208
- Accuracy: 0.7611
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: 8
- 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_ratio: 0.1
- num_epochs: 10
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 2.6059 | 1.0 | 57 | 2.5954 | 0.0973 |
| 2.5183 | 2.0 | 114 | 2.5787 | 0.0973 |
| 2.5497 | 3.0 | 171 | 2.5629 | 0.1416 |
| 2.3827 | 4.0 | 228 | 2.5407 | 0.1858 |
| 2.309 | 5.0 | 285 | 2.3023 | 0.2301 |
| 2.0098 | 6.0 | 342 | 2.0528 | 0.3540 |
| 1.797 | 7.0 | 399 | 1.8558 | 0.4602 |
| 1.4416 | 8.0 | 456 | 1.6847 | 0.5841 |
| 1.3491 | 9.0 | 513 | 1.4911 | 0.6991 |
| 1.3468 | 10.0 | 570 | 1.4208 | 0.7611 |
Framework versions
- Transformers 4.38.2
- 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
- Apr 17, 2024
- Updated
- Apr 17, 2024