You are training a CNN to classify patches in overhead aerial images as either car or not car, as in the below image. What kind of data augmentation would you use during training and why? What is the purpose of data augmentation?

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You are training a CNN to classify patches in overhead aerial images as either car or  not car, as in the below image. What kind of data augmentation would you use during training and why? What is the purpose of data augmentation?

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