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Project Ideas for Bachelor of Science in Artificial Intelligence

Delve deep into the science and ethics of AI at the birthplace of modern machine learning.

🏛 Introduction

CMU launched the first BS in Artificial Intelligence, combining rigorous CS theory with human-centered design and responsible deployment. Courses span probabilistic reasoning, deep learning, and societal impacts, while research apprenticeships embed students in labs pioneering trustworthy LLMs, self-driving vehicles, and AI for social good. Expect to publish in NeurIPS or ACL before you graduate—and to debate algorithmic bias with policymakers on Capitol Hill during the annual AI Day outreach trip.

💡 Suggested Project Titles

Contrastive self-supervised learning pipeline for plant-disease detection on low-resource farms

Transformer-based legal document summarizer evaluated on factuality and fairness

Reinforcement-learning agent optimizing HVAC energy use in smart buildings

Explainable CNN for pathology slide grading with saliency map user study

Bias-mitigation algorithm for facial recognition using synthetic overlay augmentation

Graph neural network predicting battery degradation trajectories for EV fleets

Multi-modal LLM integrating satellite imagery and textual reports for disaster response

Federated learning framework for privacy-preserving mobile keyboard prediction

Open-ended dialog agent fine-tuned with constitutional RLHF on mental-health support corpora

Vision-language navigation model for autonomous wheelchair assistance

Active-learning strategy reducing labeling costs in wildlife conservation drones

Synthetic voice cloning detection using adversarial spectrogram fingerprints

Ethical impact assessment tool quantifying downstream harms of predictive policing models

Deepfake video classifier leveraging frequency-domain forensic cues

Dynamic knowledge graph construction from scientific papers with zero-shot entity linking

Curriculum-based RL for bipedal robot locomotion on uneven terrain

Emotion-aware tutoring chatbot evaluated on student engagement metrics

Neuro-symbolic program synthesis for individualized STEM education content

Probabilistic programming approach to combine epidemiological models and mobility data

Open-source benchmarking suite for green AI measuring compute and carbon footprints

Carnegie Mellon – BS in Artificial Intelligence

Invent responsible, human-centered AI solutions where the field was born—at CMU.

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