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The field of Data Science and Machine Learning (DSML) is evolving and becoming more accessible and versatile. This transformation is driven by the growing popularity of generative AI, which allows machines to create new content, like images or texts, on their own. This article explores some of the key trends shaping the future of DSML, such as the democratization of data science, the need for ethical AI and responsible data practices, and the advancement of Natural Language Processing (NLP). Edge computing is also gaining prominence, as it involves processing data closer to the source rather than relying solely on centralized cloud infrastructure.