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You are developing a convolutional neural network (CNN) for image classification using AWS SageMaker's built-in image classification algorithm. Your dataset is stored in Amazon S3 but is not in a format accepted by SageMaker. How should you preprocess your image data to ensure compatibility with SageMaker's built-in image classification algorithm?