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DEBASMITROY2002/README.md

👋 Hi, I'm Debasmit Roy ඞ

🚀 Software Engineer in DevOps, Cloud & AI | 🧠 Deep Learning Researcher

Profile Views


📂 Featured Repositories

🔬 Research

📄 Margin Aware Adaptive Loss

IEEE Trans. on AI, 2023

Margin Aware Adaptively Weighted Loss for deep learning based imbalanced data classification

🩺 BIIGMA-Net

MICCAI, 2025

Background-Invariant Independence-Guided Multi-head Attention Network for Skin Lesion Classification

🧬 mhga-U-Net

ICONIP, 2024

Multi-Headed Graph-based Attention-aided U-Net for Nuclei Segmentation

🔧 Visualization and Analysis Tools

Comprehensive notebooks and utilities created for research visualization and theoretical analysis


🤖 LLM & Agents

🎨 Agent DAG Builder - Frontend

Drag & Drop Agentic Graph Builder with intuitive UI

⚙️ Agent DAG Builder - Backend

Backend orchestration system for multi-agent workflows


🏆 Hackathons & Projects

💬 Review Analysis Engine & AI CRM

Real-time review processing with AI-powered customer relationship management

📺 Multimodal Ad Generation

End-to-end advertisement generation based on customer behavior using GenAI

📱 Smartwatch Travel App

Multi Agentic Integrated health and location data to optimize travel journey

🛡️ SafeGuard

Compliance-driven LLM platform using regulation-to-knowledge-graph conversion

🌍 CO2 Emission Tracker

Multi-agent solution for real-time CO2 tracking and sustainable code optimization

🛒 Retail Video Analytics

Real-time product tracking with Apriori-based placement recommendations

🎮 Esports Manager for Valorant

Analytics engine processing terabytes of real-time game data

👔 Virtual Try-On

Fashion tech solution built on Flipkart data

🏥 MedHelp.ai

Multimodal clinical chatbot using RAG for medical assistance

🏅 ISI DataFest 2023 Winner

Winning solution for Kaggle ML competition

📊 Data Quality Microservices

Microservice architecture to assess data quality from multiple streams


🧮 Algorithms & Theory

🔧 C++ Compiler

Partial compiler implementation in C++

🧠 Classical AI Algorithms Framework

Generalized tool for classical AI algorithms (search, optimization)

⚡ JACK Assembler

C++ and ASM-based assembler design

🖥️ VGA Driver in VHDL

FPGA-based VGA driver implementation


🛠️ Tech Stack

💻 Languages

C C++ Java Python JavaScript MATLAB Assembly VHDL SQL

🤖 Deep Learning & AI

TensorFlow PyTorch CUDA OpenCV Scikit-learn Hugging Face

🔗 AI/ML Tools

LangChain LlamaIndex RAG Generative AI

☁️ Cloud & DevOps

GCP AWS Kubernetes Docker Jenkins Git

🌐 Web & Backend

Flask React Node.js REST API


💡 Building at the intersection of research and engineering

GitHub

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  1. ai-vis-theory/nn-0 ai-vis-theory/nn-0 Public

    Look what a neural net sees

    Jupyter Notebook

  2. VGA_Driver_VHDL VGA_Driver_VHDL Public

    Programming on Mimas V2 Spartan 6 FPGA Development Board (Spartan XC6SLX9 in CSG324 package) using VHDL to make a VGA Driver. Tic-Tac-Toe game is demonstrated.

    HTML 5 2

  3. agent-dag-frontend agent-dag-frontend Public

    Forked from ddruk-landing-zone-0/agent-dag-frontend

    TypeScript

  4. Assmbler_Design_JACK Assmbler_Design_JACK Public

    End-to-End Assembler for Jack

    Assembly

  5. Margin-Aware-Adaptive-Weighted-Loss Margin-Aware-Adaptive-Weighted-Loss Public

    MAAW Loss

    Python

  6. nxhackathon/ai_backend nxhackathon/ai_backend Public

    Makefile 1