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  • Chennai Mathematical Instituite
  • Ernakulam, Kerala, India

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intagliated/README.md

Hi There! 👋

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.

Relevent Course Work at CMI
         1.   Introduction to Generative AI- Pranabendu Mishra 
         2.   Data Mining and Machine Learning - Madhavan Mukund 

What Keeps Me Busy ??(Besides Deadlines):

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:

My Academic Life:

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

Link to Resume

Beyond Work

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

For Collaborations !

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

Pinned Loading

  1. opacus opacus Public

    Forked from meta-pytorch/opacus

    Attempt at Open Source Contribution- Opacus (Training PyTorch models with differential privacy) done as part of the course Data Privacy and Data Quality, CMI

    Python

  2. dynamic-reflections-vtr dynamic-reflections-vtr Public

    Dynamic Reflections: Probing Video Representations With Text Alignment - Paper Presentation done as part of the course Introduction to Generative Intelligence, by Pranabendu Mishra,, CMI

    Python

  3. LLM-Distillation-For-NER LLM-Distillation-For-NER Public

    Forked from rajasahe/LLM-Distillation-For-NER

    Applied ML Project - Working on research and experimentation over building an SLM’s specialized for NER task using LLM fractional distillation techniques.

    Jupyter Notebook