This repository is for the COMS 6998 Practical Deep Learning System Performance course final project that I took at Columbia (https://www.cs.columbia.edu/education/ms/fall-2020-topics-courses/#e6998010). In this project, my teammate and I investigate parallelism in NLP. We experimented on how parallelism (e.g. using multi-head attention instead …

Flask/Python backend for real-time voice translation. Uses WebSockets to stream audio, integrate ASR/MT/TTS models, and manage low-latency data flow.