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audio_classification
yudhaananda/audio_classification
audio_classification is a machine learning model from yudhaananda. Use it for the machine learning task on the model card, and read the license before you ship it in a product. 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
- License
- apache-2.0
- Model type
- wav2vec2
- Access
- Public
- Created
- Aug 30, 2024
- Updated
- Aug 30, 2024
- SHA
- f3316a8c
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_classification
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: 2.6453
- Accuracy: 0.0619
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: 3e-05
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 128
- 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
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| No log | 0.8 | 3 | 2.6405 | 0.0619 |
| No log | 1.8667 | 7 | 2.6396 | 0.1062 |
| 2.6372 | 2.9333 | 11 | 2.6425 | 0.0708 |
| 2.6372 | 4.0 | 15 | 2.6434 | 0.0619 |
| 2.6372 | 4.8 | 18 | 2.6441 | 0.0885 |
| 2.6252 | 5.8667 | 22 | 2.6454 | 0.0708 |
| 2.6252 | 6.9333 | 26 | 2.6449 | 0.0708 |
| 2.6243 | 8.0 | 30 | 2.6453 | 0.0619 |
Framework versions
- Transformers 4.42.4
- Pytorch 2.4.0+cu121
- Datasets 2.21.0
- Tokenizers 0.19.1
- Type
- wav2vec2
- License
- apache-2.0
- Created
- Aug 30, 2024
- Updated
- Aug 30, 2024