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S5_M1_f1_AST_42783276
alirzb/S5_M1_f1_AST_42783276
S5_M1_f1_AST_42783276 is a audio classification model from alirzb. 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 bsd-3-clause.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Audio Classification
- Library
- transformers
- License
- bsd-3-clause
- Model type
- audio-spectrogram-transformer
- Access
- Public
- Created
- Jan 10, 2024
- Updated
- Jan 11, 2024
- SHA
- 15c56b5c
Base models
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. -->
S5_M1_f1_AST_42783276
This model is a fine-tuned version of MIT/ast-finetuned-audioset-10-10-0.4593 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.0075
- Accuracy: 0.9992
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: 16
- eval_batch_size: 16
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 64
- 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 | Accuracy |
|---|---|---|---|---|
| 0.0118 | 1.0 | 368 | 0.0505 | 0.9847 |
| 0.0 | 2.0 | 737 | 0.0139 | 0.9984 |
| 0.0045 | 3.0 | 1105 | 0.0059 | 0.9992 |
| 0.0003 | 4.0 | 1474 | 0.0072 | 0.9992 |
| 0.0 | 4.99 | 1840 | 0.0075 | 0.9992 |
Framework versions
- Transformers 4.32.1
- Pytorch 2.1.2
- Datasets 2.16.1
- Tokenizers 0.13.3
- Task
- Audio Classification
- Library
- transformers
- Type
- audio-spectrogram-transformer
- License
- bsd-3-clause
- Created
- Jan 10, 2024
- Updated
- Jan 11, 2024