--- license: bsd-3-clause tags: - generated_from_trainer metrics: - accuracy - precision - recall - f1 model-index: - name: ast-finetuned-audioset-10-10-0.4593_ft_env_aug_0-2 results: [] --- # ast-finetuned-audioset-10-10-0.4593_ft_env_aug_0-2 This model is a fine-tuned version of [MIT/ast-finetuned-audioset-10-10-0.4593](https://huggingface.co/MIT/ast-finetuned-audioset-10-10-0.4593) on the None dataset. It achieves the following results on the evaluation set: - Loss: 0.6899 - Accuracy: 0.9643 - Precision: 0.9694 - Recall: 0.9643 - F1: 0.9631 ## 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: 2e-06 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - gradient_accumulation_steps: 4 - total_train_batch_size: 8 - 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 | Precision | Recall | F1 | |:-------------:|:-----:|:----:|:---------------:|:--------:|:---------:|:------:|:------:| | 2.0165 | 1.0 | 28 | 1.6252 | 0.4643 | 0.5373 | 0.4643 | 0.4711 | | 1.3702 | 2.0 | 56 | 1.0553 | 0.8571 | 0.8929 | 0.8571 | 0.8536 | | 0.8861 | 3.0 | 84 | 0.6899 | 0.9643 | 0.9694 | 0.9643 | 0.9631 | | 0.5655 | 4.0 | 112 | 0.4766 | 0.9643 | 0.9694 | 0.9643 | 0.9631 | | 0.4232 | 5.0 | 140 | 0.3403 | 0.9643 | 0.9694 | 0.9643 | 0.9631 | | 0.3148 | 6.0 | 168 | 0.2679 | 0.9643 | 0.9694 | 0.9643 | 0.9631 | | 0.2335 | 7.0 | 196 | 0.2239 | 0.9643 | 0.9694 | 0.9643 | 0.9631 | | 0.176 | 8.0 | 224 | 0.1979 | 0.9643 | 0.9694 | 0.9643 | 0.9631 | | 0.1624 | 9.0 | 252 | 0.1824 | 0.9643 | 0.9694 | 0.9643 | 0.9631 | | 0.1466 | 10.0 | 280 | 0.1781 | 0.9643 | 0.9694 | 0.9643 | 0.9631 | ### Framework versions - Transformers 4.27.4 - Pytorch 2.0.0 - Datasets 2.10.1 - Tokenizers 0.11.0