About Me
I'm Ragupathi Mariyappa — a researcher focused on reasoning-aware AI models for edge deployment. I combine operations research with Data & AI engineering, turning advanced research into real-world, production-ready solutions.
My Journey
I'm from Hosur, Tamil Nadu 🇮🇳, where my early love for computers and math sparked a lasting passion for data and problem-solving.
- During my undergraduate, I gained hands-on experience through real-world projects that showed the true impact of data-driven decisions.
- My postgraduate deepened my understanding of optimization and stochastic modeling, shaping how I approach efficient and scalable problem-solving.
- In industry, I've worked with Data & AI teams to design and implement practical decision-making workflows and data pipelines.
- Today, I'm pursuing my PhD while continuing to consult for industry, applying my research to solve real-world challenges in Data and AI.
Skills & Expertise
Data & AI Engineering
- End-to-end data pipelines and workflow automation
- MLOps, model deployment, and performance tuning
- Real-time analytics and edge computing
Operations Research & Optimization
- Mathematical optimization and stochastic modeling
- Decision science and simulation-based analysis
- Constraint programming and reinforcement learning
Research
- Translating AI research into production-ready solutions
- Cross-domain problem-solving and applied data science
Education Timeline
PhD (Computer Science)
Supervised by Dr.A.John PrakashRamanujan Computing CenterAnna University2025-present