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Shubhf/README.md

๐Ÿ‘‹ Hi, Iโ€™m Shubh Garg

AI Researcher | Multimodal & Federated Learning | Quantitative Finance

๐ŸŽ“ Final year B.E. Electronics & Computer Engineering @ Thapar Institute of Engineering and Technology, India
๐Ÿ“‘ 10+ research papers (IEEE, Springer) | 3 patents published
๐Ÿ’ก Research focus: Multimodal AI, Foundation Models, Federated Learning, Quant Finance
๐ŸŒฑ Currently: Research Intern @ IIT Jodhpur (Ubisys Lab), IIM Udaipur, AstratInvest, Samsung PRISM


๐Ÿ”ฌ Research Interests

  • Multimodal Learning (Visionโ€“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)

๐Ÿ›  Skills

Python C++ PyTorch TensorFlow Scikit-Learn Transformers

Docker FastAPI AWS GCP LaTeX

๐Ÿ“‚ Research Projects (Selected/Submitted)

๐Ÿ“Œ DisasterNet (CVIP 2025)
Multimodal tweet+image damage severity classification using ViT + BERT fusion.
Code to be released post-publication.

๐Ÿ“Œ Fed-HARL (IIT Jodhpur)
Federated behavioral sequence prediction with adapter tuning and cost-sensitive loss.
Code to be released post-publication.

๐Ÿ“Œ MediGlot 2.0 (GSoC Proposal)
Biomedical embeddings via fine-tuned BioBERT + ChemBERTa, clustering with GraphSAGE.

๐Ÿ“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.

๐Ÿ“Œ Strabismus Detection (Patent)
AI-assisted ocular misalignment quantification device with Jetson/Raspberry Pi deployability.


๐Ÿ“ˆ GitHub Stats

Shubhโ€™s GitHub stats
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๐Ÿ”— Connect with Me

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โญ โ€œCode will be released upon publication of associated papers.โ€

Pinned Loading

  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 finaโ€ฆ

    Python

  6. OCR OCR Public

    Python