Research
PhD researcher · Intelligent Vehicles Lab, Munich University of Applied Sciences
Apr 2023 – present
- Thesis: Embodied Intelligence: synthesizing human intelligence for autonomy.
Supervisor: Prof. Dr. Fabian B. Flohr.
- Focus: computer vision, robotics and deep learning; human motion modelling, generative and language models, simulation engineering (CARLA / Unreal Engine).
- Taught Simulation for Autonomous Driving, lecture and lab (Winter 2023); supervise thesis and working students.
- Co-organiser, TRUST-AD: 1st Workshop on Safe and Trustworthy Autonomous Driving, IEEE IV 2025, Cluj-Napoca (trust-ad.github.io).
- Reviewer, IEEE IV 2024: autonomous driving, generative AI, LLMs, simulation, pedestrian protection.
First-Author Publications
HABIT: Human Action Benchmark for Interactive Traffic in CARLA · Ramesh, Azer, Flohr.
WACV 2026 · arXiv:2511.19109
Walk-the-Talk: LLM driven pedestrian motion generation · Ramesh, Flohr.
IEEE IV 2024, pp. 3057–3062 · doi:10.1109/IV55156.2024.10588860
Employment
Data scientist · Altada Technology Solutions, Ireland
Dec 2022 – Jan 2023
- NLP document intelligence; computer vision for OCR and signature extraction; time-series ML on insurance data.
Data analyst (rugby) · StatsPerform, Ireland
Jan – Oct 2021
- Sports data analysis; real-time data-collection tools; statistics and sports psychology.
Founder & CEO · Creativity Crew, Maker Village, India
Nov 2016 – Apr 2018
- Hardware prototype of an autonomous-parking solution; machine learning on Arduino / Raspberry Pi;
led the core tech team.
Research intern · Crucible of Research and Innovation, India
2015
- VLSI design and verification for satellite data encryption (PISAT student satellite).
Education
MSc · University of Limerick, Ireland · business analytics and data science
2020 – 2022
- First Class Honours · Kaggle competition winner · business-simulation competition runner-up.
BTech · PES University, India · electronics, communication and computer science
2015 – 2019