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Pranav-Vinodh/README.md

Hi there, I'm Pranav Vinodh πŸ‘‹

AI/ML Researcher & Full-Stack Engineer

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πŸ‘¨β€πŸ’» About Me

I am a B.Tech Information Technology student at NITK Surathkal (CGPA: 8.55) specializing in Computer Vision, Domain Adaptation, LLM Fine-tuning & Alignment, and Full-Stack AI Web Applications.

  • πŸ”¬ Research Assistant @ Xu Lab, Carnegie Mellon University (CMU) β€” Few-Shot Cryo-ET subtomogram classification & Hierarchical Domain Adaptation.
  • πŸ§ͺ Research Intern @ VIDA Lab, NTU Singapore β€” Dataset curation & LLM instruction synthesis pipelines for text-to-infographic generation.
  • πŸ€– CV & LLM Research Intern @ HALE Lab, NITK β€” Fine-tuning 9B & 35B parameter LLMs using DPO, GRPO, and multi-GPU VRAM optimization.
  • 🏒 ML Developer @ IRIS NITK β€” Production ML models (Sentiment Analysis, LLaMA-7B placement summarizer) for 7,000+ staff and staff.

πŸ’Ό Experience

  • Carnegie Mellon University (Xu Lab) | Researcher (May 2026 – Present)

    • Developed Hierarchical Domain Adaptation frameworks for few-shot Cryo-ET subtomogram classification on Swin3D backbones.
    • Achieved +6.05% gain in 3-shot classification accuracy across low-shot target datasets (Noble & Qiang).
  • Nanyang Technological University (VIDA Lab) | Research Intern (Jul 2025 – Present)

    • Constructed aligned image-structured instruction pairs for infographic diffusion pretraining (published on Kaggle, cited in InfoAffect 2025).
    • Synthesized 50 papers across IEEE VIS, TVCG, and ACM CHI for automated infographic generation strategies.
  • NITK Surathkal (HALE Lab) | Computer Vision & LLM Research Intern (May 2026 – Jul 2026)

    • Fine-tuned Ornith 9B & 35B parameter LLMs, improving downstream task accuracy by 24% and cutting alignment compute costs by 50% (DPO/GRPO).
    • Reduced peak VRAM consumption by 40% across 100+ evaluation pipelines via custom 2D tensor auto-scaling.
  • Mohamed bin Zayed University of AI (MBZUAI) | Summer Research Intern (May 2025 – Jul 2025)

    • Designed semi-supervised deep clustering for 3D Cryo-ET tomograms combining YOPO feature extraction with GMMs.
  • IRIS, NITK | Machine Learning Developer (Sep 2024 – Present)

    • Deployed production ML modules into university ERP serving 7,000+ staff and staff.

πŸš€ Key Projects


πŸ› οΈ Technical Arsenal

  • Languages: Python, C++, C, JavaScript, TypeScript, Java, HTML/CSS
  • Full-Stack & Web: Next.js 16, React.js, Tailwind CSS, Node.js, FastAPI, REST/Serverless APIs, tRPC
  • AI / ML / CV: PyTorch, TensorFlow, LLM Alignment (DPO, GRPO), Stable Diffusion, Swin3D, YOLOv5, OpenCV, HuggingFace
  • Tools & Infra: Git, Docker, Linux, MLflow, EMAN2, CryoSPARC, Kaggle, LaTeX

πŸ“Š GitHub Stats & Contribution Analytics

GitHub Stats Top Languages

Streak Stats Activity Graph


Connect with me via LinkedIn or explore my Live Portfolio Website.

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