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In recent times, Generative AI has shown tremendous growth with the release of platforms like ChatGPT. This article will discuss the use case of LSTM and how it’s used to solve a simple Generative AI use case. With the advancement of Deep Learning, Neural Networks have opened doors to solving many complex problems, particularly with the popularity of CNN and LSTM for image and text data. Image Caption generation, which earlier seemed impossible for a machine to understand, now seems feasible.