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ngducmanh21/README.md

Nguyễn Đức Mạnh — AI Engineer · Agentic AI · Computer Vision

A rotating introduction to Mạnh's work

LinkedIn Email Explore my GitHub repositories
Ha Noi, Viet Nam Open to AI and machine learning opportunities Profile views

👋 About Me

I'm an Information Technology student in Vietnam, specializing in Artificial Intelligence. I enjoy taking ideas all the way from a model or agent workflow to a product people can actually use — with APIs, interfaces, tests, deployment and measurable behavior.

My current work sits at the intersection of agentic AI, computer vision and backend engineering. I am especially interested in AI/ML engineering roles where research thinking and solid software engineering matter equally.

Terminal profile for Nguyễn Đức Mạnh: AI focus, core strengths and selected projects

⚡ What I Bring

🤖 AI Systems

Agent orchestration, RAG, MCP integrations, vector search and practical LLM workflows that connect to real tools and data.

👁️ Computer Vision

Video pipelines, face processing, physiological signal estimation and explainable vision-language experimentation.

🛠️ Product Engineering

FastAPI services, React interfaces, WebSockets, Docker and observability — built with usability and operations in mind.

🚀 Featured Projects

An AI engineering workspace that indexes legacy codebases into Qdrant, explains files, searches code semantically and turns change requests into BA/SA impact plans. It also exposes the knowledge base and file operations through an MCP server for coding agents.

Python FastAPI Qdrant Model Context Protocol Docker
An end-to-end rPPG web app that estimates heart rate from webcam or uploaded face video. The MTTS-CSTM pipeline returns BPM, confidence, SNR and a PPG waveform, with runtime metrics exposed through REST and WebSocket APIs.

PyTorch OpenCV MediaPipe React FastAPI
MVP in progress. A Vietnam-focused carbon analytics product that maps construction BOQ spreadsheets to emission factors, evaluates what-if material substitutions and turns the result into decision-ready reports.

Next.js FastAPI PostgreSQL AI Agent
A hands-on reliability lab for detecting silent data failures through contracts, dbt tests, anomaly detection, lineage, SLOs and incident response — because a pipeline marked “SUCCESS” can still produce wrong data.

Python dbt DuckDB Great Expectations

Also exploring explainable medical VQA, model serving, LLM evaluation, responsible AI and competitive programming.

🧰 Technical Toolkit

Languages Python, C++, Java, TypeScript and JavaScript
AI & Vision PyTorch, TensorFlow and OpenCV
LangChain Hugging Face scikit-learn Qdrant
Backend & Web FastAPI, Django, React and Next.js
Data & Infra PostgreSQL, Redis, Docker, Git, GitHub Actions and Linux

📊 GitHub Activity

Nguyễn Đức Mạnh's GitHub contribution summary

GitHub statistics Most used languages by commit

GitHub contribution streak

Animated contribution graph

Let's build something useful with AI.

If you're hiring for AI/ML engineering, computer vision or AI product roles, I'd be happy to connect.

Email Nguyễn Đức Mạnh Connect on LinkedIn

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