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Machine learning frameworks have become an integral part of software engineering, enabling developers to create intelligent systems that can learn, adapt, and make data-driven decisions. This article explores the significance of machine learning frameworks, delving into their importance and providing insights into some of the most popular ones available today. It serves as a valuable resource for both novice and experienced software developers, equipping them with the knowledge needed to navigate the exciting landscape of machine learning frameworks effectively.