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About

About.

PERCEPTION LOOPSENSE / INFER / ACT

I like problems where the software has to touch something real.

I did my M.Sc. in Robotics and Embedded AI at Maynooth. Passed in November 2025, graduated in March 2026. My thesis pointed a camera at oat and barley plots and worked out how stressed the plants were before anything showed up to the eye. It got leaf temperature to about 2.1 °C. Before Ireland I studied Mechatronics in Chennai.

The three that actually taught me something were the hard ones. Fusing RGB and multispectral streams so the network could read a physiological signal it has no business seeing from one static frame. Turning a FarmBot CAD export of 1,174 parts into five links Gazebo would simulate and MoveIt could plan against. And writing a browser agent that knows when its own click did nothing, which is a much harder question than it sounds.

None of that was the fun part. It was weeks of shrinking meshes, and a few days lost to an ESP8266 that kept resetting before I found the power rail sagging under the motor driver. I don't really mind. I'd rather hand someone something that runs on real hardware than a notebook that worked once on my laptop.

Skills

What I use, grouped by discipline.

ML / CV
  • Deep Learning (TensorFlow / Keras)
  • Computer Vision
  • Reinforcement Learning
  • PyTorch
  • TensorFlow.js
  • Multimodal / FiLM fusion
Robotics / Embedded
  • ROS 2 · Gazebo · MoveIt 2
  • URDF / Xacro modelling
  • Arduino (Mega / Uno)
  • ESP8266 / ESP32
  • Sensor integration
  • Motor control (L298N / servos)
Software
  • Python
  • TypeScript / React
  • Chrome Extensions (MV3)
  • Unity / AR Foundation
  • Flask / REST APIs
  • Git · Linux
Education & experience

Timeline.

  1. 2024 to 2025
    M.Sc. Robotics & Embedded AI
    Maynooth University, Ireland

    Thesis: Multispectral analysis of plant physiological stress. Passed November 2025, graduated March 2026.

  2. 2019 to 2023
    B.Tech. Mechatronics Engineering
    Hindustan Institute of Technology & Science

    Autonomous warehouse robot · bionic arm capstone.