Acoustic Guitar Chords Recognition An innovative automated system for recognizing guitar chords in acoustic guitar videos. Multilingual Language Models Representations and Fine-Tuning This study evaluates multilingual representation spaces using XGLM-564M and GPT-2 on the FLORES-200 dataset, focusing on English, Spanish, German, Arabic, Tamil, and Quechua. Rend-a-Pixel Raytracer A physically-based renderer implementing various ray tracing techniques. Multitape Nondeterministic Turing Machines A multitape, nondeterministic Turing machine class contributed to automata, an open-source Python library for automata theory.