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AI Enlightenment: Designing Resource-Friendly Interactive Projects to Spark Undergraduates’ Passion for AI Learning

This article explores strategies for designing interactive AI projects for second-year undergraduates under computational constraints. Combining AI history with hands-on activities, it provides step-by-step, resource-friendly solutions to cultivate students’ AI literacy and practical skills in artificial intelligence education, interactive projects, and computational resource-limited environments.

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Designing Foundational AI Projects for Undergraduates: Balancing Depth and Resource Constraints

This article explores strategies for designing foundational artificial intelligence course projects tailored to second-year undergraduates. It addresses key challenges in AI education, including coverage of core concepts from perceptrons to large language models (LLMs) while working within computational resource limitations. The guide provides practical solutions for educators to create meaningful learning experiences in artificial intelligence courses, student projects with real-world relevance, and approaches to overcome computational resource constraints.