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Artificial Intelligence Basics, Teaching Projects, Interactive Courses: Innovative Strategies for Designing Interactive AI Introduction Projects

This article explores innovative methods for designing interactive projects in artificial intelligence basic courses for sophomore undergraduates. Facing limited computing resources, strategies like lightweight project design, cloud resource utilization, and collaborative learning are proposed to ensure a quality AI practical experience for all students in these teaching projects and interactive courses.

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Breaking Resource Barriers: Designing Efficient Interactive Projects for Undergraduate AI Foundations Courses

This article explores how to design interactive AI projects—from perceptrons to LLMs—for undergraduate foundational courses under computing resource constraints. It introduces layered teaching strategies, micro-project designs, and innovative assessment methods to deliver high-quality AI education despite limitations.