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A company has a massive dataset of petabytes-scale aws video

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A company has a massive dataset of petabytes-scale containing high quality images of DNA shapes. The company aims to generate DNA using a Generative Adversarial Network. This data should enter the process of data preparation, feature engineering, model training, model evaluation, and model deployment. Given the scale of this data, which services should be used?