Formula Hybrid

Formula Hybrid Optimization – CMR 25e

This project analyzes Formula Hybrid and FSAE endurance data to optimize total scoring using lap time and energy usage as inputs. A custom R script models both efficiency and endurance scores to help optimize total performance tradeoffs between speed and energy draw.

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Chess 112

AI Chess 112

Created for CMU’s 15-112 class, this chess engine handles full rule logic (castling, checkmate, promotion) with an AI that prioritizes capturing high-value pieces. Built using `cmu_graphics` and accessible through a menu-driven interface.

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Social Media Analytics

Social Media Analytics

Built in CMU's 15-110 course, this Python-based analysis explores bias and emotion in political Facebook and Twitter posts. Uses pandas, matplotlib, and NLTK to visualize trends by hashtag and account type.

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