This project, developed as a submission for FOSS Hack 2024, focuses on hand gesture recognition using machine learning models. The goal is to accurately recognize various hand signs and finger gestures through a camera feed, leveraging TensorFlow Lite models for efficient inference on edge devices. The project includes a Tkinter-based frontend for an intuitive user interface.