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abdulsam/README.md

πŸ‘‹ Hi, I'm Abdus Samad

πŸ€– AI Systems Enthusiast - Researching and Engineering Next-Gen LLM Workflows | πŸš€ Cloud Engineer @ Rapid Circle | πŸŽ“ Previously Research @ VIT University


🌐 Connect with Me


🧠 About Me

  • πŸ’Ό Currently working as Cloud Engineer at Rapid Circle, Pune
  • πŸŽ“ Pursuing Ph.D. in Computer Science and Engineering at VIT University, Vellore
  • πŸ”¬ My research interests include Large Language Models (LLMs), Computer Vision, Deep Learning, and Agentic Systems
  • βœ… Proficient in MLOps, Retrieval-Augmented Generation (RAG), and LLM Preference Alignment (RLHF)
  • 🧠 Passionate about combining AI research with cloud-native applications
  • 🀝 Always open to connect with researchers and engineers working on LLM Optimization and Optimizing AI Systems

🧩 Featured Projects

πŸ“° Intelligent Layout Generation for Magazines

🧠 Agentic RAG System

βš™οΈ Innovation Lab

  • Designed agentic workflows using AG2 and LangGraph frameworks
  • Built custom MCP servers and clients for generating Scripts

πŸ“š Research Highlights

  • 🧩 Augmenting DenseNet with Multi-scale Skip Connections
    Published in IEEE Access
    Improved DenseNet’s early-to-late layer information flow while reducing parameter count.
    Read Paper β†’

  • πŸ” SCMA: Dual-Module Attention with Multi-scale Kernels
    Published in IEEE Access
    Designed a dual attention mechanism enhancing CNN spatial and channel representations.
    Read Paper β†’


πŸ† Awards

  • πŸ§ͺ Raman Research Award (September 2024)
    For contributions to DenseNet enhancement via Multi-scale Skip Connections.

🧰 Tech Stack

πŸ’» Core Skills

PyTorch β€’ TensorFlow β€’ Keras β€’ Scikit-learn β€’ OpenCV
Azure AI Foundry β€’ Azure Cognitive Services β€’ AG2 Framework
WANDB β€’ MLFlow β€’ HuggingFace β€’ Composer (MosaicML)
Vector Databases (FAISS, Cosmos DB) β€’ MCP β€’ RAG β€’ RLHF

πŸ§‘β€πŸ’» Programming

Python β€’ C β€’ C++ β€’ Java β€’ SQL

βš™οΈ Frameworks & Tools

FastAPI β€’ Streamlit β€’ Git/GitHub


πŸŽ“ Education

  • 🧠 Ph.D. in Computer Science and Engineering – VIT University, Vellore
    (Thesis submitted – Expected Graduation: Dec 2025)
  • πŸ’» M.Tech. in Computer Science and Engineering – VIT University, Vellore (2016)
  • 🧩 B.E. in Computer Science and Engineering – BAMU, Aurangabad (2013)

🌱 What I'm Currently Exploring

  • βš™οΈ Compound AI systems and modular agentic architectures

πŸ’¬ Let's Collaborate On

  • πŸ€– Research or Open-source projects in LLMs, MLOps, or Computer Vision
  • πŸ“Š AI-driven automation and agentic workflows
  • 🧩 Intelligent document understanding systems

🧩 Professional Engagement

  • Facilitated research paper discussions, seminars, and webinars for CellStrat AI Community
  • Founded TechMeetUp (MH20) – a research and technology community for Chhatrapati Sambhajinagar (Aurangabad)
  • Participated twice in the ODSC India Conference

🧾 GitHub Stats


⭐ "Striving to bridge the gap between research and real-world AI systems."

Pinned Loading

  1. Better_Fatser_Models_with_Composer Better_Fatser_Models_with_Composer Public

    Achieve 97% accuracy with ResNet-152 using Composer library functions on CIFAR-10

    Python

  2. NLP_Projects_HuggingFace NLP_Projects_HuggingFace Public

    NLP with Transformers and HuggingFace

    Jupyter Notebook 1

  3. Actions_CICD Actions_CICD Public

    Python

  4. MLOps_wandb MLOps_wandb Public

    Jupyter Notebook