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This article explores the top 10 AI mini-projects for Computer Science Engineering (CSE) students, demonstrating how AI can be used for various purposes. Projects include chatbot development, music recommendation apps, image classification, facial recognition, object detection, sentiment analysis, and more. These projects offer a practical means to comprehend AI tools, techniques, and algorithms, and gain valuable experience in AI.