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Project Ideas for Bachelor of Science in Artificial Intelligence

Foundations and applications of machine intelligence, ethics, and human-AI interaction.

🏛 Introduction

Northwestern’s pioneering BS in Artificial Intelligence trains students to design, deploy, and critique intelligent systems. A rigorous core covers probabilistic reasoning, deep learning, and reinforcement algorithms, while ethics seminars interrogate fairness, privacy, and societal impact. Industry-sponsored projects pair undergraduates with medical-imaging startups or autonomous-vehicle teams, and a human-AI design studio emphasizes user-centered innovation. Graduates secure roles as ML engineers, AI policy analysts, and tech founders.

💡 Suggested Project Titles

Develop a multimodal emotion-recognition model using vision and audio streams

Design explainable AI dashboards for clinical decision support in radiology

Train reinforcement-learning agents for energy-efficient smart-building control

Analyze bias propagation in large language models and propose mitigation

Build a social-robot prototype facilitating language practice for children

Create a federated-learning framework for privacy-preserving health analytics

Implement neural-network pruning techniques for edge-device deployment

Study human trust calibration with autonomous-vehicle handoff simulations

Develop a legal-AI tool summarizing court opinions into plain language

Research adversarial attacks on conversational agents and defense strategies

Prototype a deep-fake detection algorithm for journalistic verification

Build a generative design pipeline for lightweight aerospace components

Compare active-learning query strategies in low-resource image datasets

Write policy guidelines for municipal use of facial-recognition technologies

Design a game-AI opponent adapting tactics via meta-reinforcement learning

Northwestern University – BS in Artificial Intelligence

Engineer responsible, cutting-edge AI solutions with Northwestern’s interdisciplinary program.

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