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ast-finetuned-speech-commands-bit3
dhaselhan/ast-finetuned-speech-commands-bit3
ast-finetuned-speech-commands-bit3 is a audio classification model from dhaselhan. 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
- Feb 10, 2024
- Updated
- Feb 10, 2024
- SHA
- ed668e6e
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. -->
ast-finetuned-speech-commands-bit3
This model is a fine-tuned version of MIT/ast-finetuned-speech-commands-v2 on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.4409
- Accuracy: 0.9031
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: 36
- eval_batch_size: 36
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 144
- 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 | Accuracy | Validation Loss |
|---|---|---|---|---|
| 0.0583 | 1.0 | 589 | 0.8992 | 0.4810 |
| 0.0628 | 2.0 | 1178 | 0.9031 | 0.4409 |
| 0.0218 | 3.0 | 1767 | 0.9010 | 0.4444 |
| 0.0092 | 4.0 | 2356 | 0.9012 | 0.4322 |
| 0.0148 | 5.0 | 2945 | 0.9031 | 0.3927 |
Framework versions
- Transformers 4.37.1
- Pytorch 2.1.0+cu121
- Datasets 2.16.1
- Tokenizers 0.15.1
- Task
- Audio Classification
- Library
- transformers
- Type
- audio-spectrogram-transformer
- License
- bsd-3-clause
- Created
- Feb 10, 2024
- Updated
- Feb 10, 2024