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Shubhf/README.md

πŸ‘‹ Hi, I’m Shubh Garg

AI Researcher | Multimodal & Federated Learning | Quantitative Finance

πŸŽ“ Final year B.E. Electronics & Computer Engineering @ Thapar Institute of Engineering and Technology, India
πŸ“‘ 10+ research papers (IEEE, Springer) | 2 patents filed
πŸ’‘ Research focus: Multimodal AI, Foundation Models, Federated Learning, Quant Finance
🌱 Currently: Research Intern @ IIT Jodhpur (Ubisys Lab), IIM Udaipur, AstratInvest, Samsung PRISM


πŸ”¬ Research Interests

  • Multimodal Learning (Vision–Language Models, Diffusion, Contrastive Learning)
  • Federated & Continual Learning (FL personalization, cost-sensitive loss, adapter tuning)
  • Quantitative Finance (option pricing, convex splines, portfolio optimization)
  • Cognitive Computing in Healthcare (medical imaging, decision support systems)

πŸ›  Skills

Python C++ PyTorch TensorFlow Scikit-Learn Transformers

Docker FastAPI AWS GCP LaTeX

πŸ“‚ Research Projects (Selected/Submitted)

πŸ“Œ DisasterNet (CVIP 2025)
Multimodal tweet+image damage severity classification using ViT + BERT fusion.
Code to be released post-publication.

πŸ“Œ Fed-HARL (IIT Jodhpur)
Federated behavioral sequence prediction with adapter tuning and cost-sensitive loss.
Code to be released post-publication.

πŸ“Œ MediGlot 2.0 (GSoC Proposal)
Biomedical embeddings via fine-tuned BioBERT + ChemBERTa, clustering with GraphSAGE.

πŸ“Œ C-Spline Option Pricing (IIM Udaipur)
Convex regression for streaming call option surfaces using Meyer-style cubic C-splines.
Code to be released post-publication.

πŸ“Œ Strabismus Detection (Patent)
AI-assisted ocular misalignment quantification device with Jetson/Raspberry Pi deployability.


πŸ“ˆ GitHub Stats

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πŸ”— Connect with Me

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⭐ β€œCode will be released upon publication of associated papers.”

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  1. LLM_Hinglish LLM_Hinglish Public

    Jupyter Notebook 1

  2. AutoScale-AI AutoScale-AI Public

    Python

  3. GNN GNN Public

    Jupyter Notebook

  4. Lip-reader Lip-reader Public

    Jupyter Notebook

  5. Monte-Carlo-Magic Monte-Carlo-Magic Public

    To develop a pricing model for European call and put options using Monte Carlo simulations. The project aims to provide a deep understanding of option pricing mechanisms and risk management in fina…

    Python

  6. OCR OCR Public

    Python