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bird_sounds_classification
Lachin/bird_sounds_classification
bird_sounds_classification is a audio classification model from Lachin. 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
- Jun 12, 2024
- Updated
- Jun 12, 2024
- SHA
- 2ed0e508
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. -->
emotion_recognition
This model is a fine-tuned version of dima806/bird_sounds_classification on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.7880
- Accuracy: 0.8249
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-06
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 50
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 0.7843 | 1.0 | 4899 | 0.9654 | 0.7514 |
| 0.6352 | 2.0 | 9798 | 0.9026 | 0.7955 |
| 0.0438 | 3.0 | 14697 | 0.8320 | 0.8037 |
| 0.443 | 4.0 | 19596 | 0.8014 | 0.8131 |
| 0.3585 | 5.0 | 24495 | 0.7880 | 0.8249 |
Framework versions
- Transformers 4.41.2
- Pytorch 2.3.0+cu121
- Datasets 2.19.2
- Tokenizers 0.19.1
- Task
- Audio Classification
- Library
- transformers
- Type
- wav2vec2
- License
- apache-2.0
- Created
- Jun 12, 2024
- Updated
- Jun 12, 2024