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+ ---
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+ license: apache-2.0
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+ metrics:
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+ - accuracy
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+ ---
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+
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+ # image_classification
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+ (this model was not trained using Trainer API)
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+ This model is a fine-tuned version of [EfficientNetB7](https://github.com/lukemelas/EfficientNet-PyTorch) on the [Tyre-Quality-Classification](https://www.kaggle.com/datasets/warcoder/tyre-quality-classification/code) dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.2341
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+ - Accuracy: 91.9355%
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+
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+ ## Intended uses & limitations
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+
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+ Can be used for quality control to identify the condition of tyres
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+
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+ ## Training and evaluation data
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+
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+ Data can be seen at [Weights and Biases](https://wandb.ai/faldeus0092/efficientnetb7_tyrequality_classifier/runs/1z5mnxps/overview?workspace=user-faldeus0092)
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 0.001
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+ - train_batch_size: 16
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+ - eval_batch_size: 16
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+ - train_set: 1434
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+ - test_set: 372
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+ - optimizer: SGD with momentum = 0.9
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+ - num_epochs: 5
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+
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+ ### Training results
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+
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+ See at [Weights and Biases](https://wandb.ai/faldeus0092/efficientnetb7_tyrequality_classifier/runs/1z5mnxps/overview?workspace=user-faldeus0092)