dwiedarioo/vit-base-patch16-224-in21k-datascience4
This model is a fine-tuned version of google/vit-base-patch16-224-in21k on an unknown dataset. It achieves the following results on the evaluation set:
- Train Loss: 0.0225
- Train Accuracy: 0.9974
- Train Top-3-accuracy: 1.0
- Validation Loss: 0.0312
- Validation Accuracy: 0.9945
- Validation Top-3-accuracy: 1.0
- Epoch: 2
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:
- optimizer: {'inner_optimizer': {'module': 'transformers.optimization_tf', 'class_name': 'AdamWeightDecay', 'config': {'name': 'AdamWeightDecay', 'learning_rate': {'module': 'keras.optimizers.schedules', 'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 3e-05, 'decay_steps': 2880, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}, 'registered_name': None}, 'decay': 0.0, 'beta_1': 0.8999999761581421, 'beta_2': 0.9990000128746033, 'epsilon': 1e-08, 'amsgrad': False, 'weight_decay_rate': 0.01}, 'registered_name': 'AdamWeightDecay'}, 'dynamic': True, 'initial_scale': 32768.0, 'dynamic_growth_steps': 2000}
- training_precision: mixed_float16
Training results
Train Loss | Train Accuracy | Train Top-3-accuracy | Validation Loss | Validation Accuracy | Validation Top-3-accuracy | Epoch |
---|---|---|---|---|---|---|
0.3153 | 0.9166 | 0.9916 | 0.1097 | 0.9757 | 1.0 | 0 |
0.0583 | 0.9898 | 1.0 | 0.0558 | 0.9877 | 1.0 | 1 |
0.0225 | 0.9974 | 1.0 | 0.0312 | 0.9945 | 1.0 | 2 |
Framework versions
- Transformers 4.35.2
- TensorFlow 2.14.0
- Datasets 2.15.0
- Tokenizers 0.15.0
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Model tree for dwiedarioo/vit-base-patch16-224-in21k-datascience4
Base model
google/vit-base-patch16-224-in21k