I am Maria Paul T
Glad to see you here !
I'm a PostGraduate in Data Science from Chennai Mathematical Institute (https://www.cmi.ac.in/) diving deep into the world of applied AI and building robust, real-world systems. My mission? To bridge the gap between cutting-edge research and production-ready solutions. My core passion lies in making AI more accessible, efficient, and grounded—from building synthetic data generation pipelines to ensuring data privacy.
1. Introduction to Generative AI- Pranabendu Mishra
2. Data Mining and Machine Learning - Madhavan Mukund
My work is a mix of broad research interests and specific, ongoing projects.
Core Interests:
- Generative AI & LLMs: Exploring the frontiers of synthetic data, model distillation, and prompt engineering.
- MLOps & Deployment: Containerizing models, setting up end-to-end pipelines, and deploying models as microservices.
- Data-Centric AI: Focusing on data quality, privacy (Differential Privacy), and robust data pipelines.
Current Focus:
- Graduate Research Intern @ IIT Jammu:
- Open Source Contribution: Lastly attempting a contribution to Opacus (Meta's library for Differential Privacy in PyTorch) which I am presenting at Kochi FOSS on October 24th, 2026
- Finishing What I Started:
I started my journey in computer science and engineering. Post that I joined the IIT Madras Online Diploma in Data Science and Applications. That foundation gave me a deep appreciation for building things that people can actually use. It was this curiosity that eventually pulled me into the AI rabbit hole. Now, I'm into closing the gap between a research paper and a production-ready intelligent system
When I'm not training models or debugging code, you'll likely find me:
- Lost in thoughts
- Talking about Philososphy
- Exploring the best food spots around Kochi with my parents
I'm always open to discussing new ideas, collaborating on interesting projects, or just chatting about the future of AI and data science. Feel free to reach out! here


