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While the hype in the AI landscape has been increasing steadily over the years, it has reached a crescendo, thanks to Generative AI.The advances in technology driving this phenomenon have happened in the last decade. In this article, I will talk through the lens of three Machine Learning frameworks that have laid the foundation for the field of Generative AI.