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Hu8MA/README.md

Hi, I'm Hussein Mahdi

Research Engineer · Software Architect · Neural Network Designer
Building lightweight, fast, and elegant models — from software architecture to tiny neural networks.

ORCID ResearchGate Web of Science

LinkedIn Medium Dev.to CoderLegion Bluesky Website

About

I'm a Research Engineer at Era Vision, working at the intersection of software engineering and applied AI research. My work is guided by a single ambition: building lightweight, fast, and simple models for the fields I care about — without compromising on rigor or elegance.

I started as a programmer, grew into a developer, then a software engineer, and now I architect systems and design neural networks. Languages, frameworks, and platforms are tools — what matters is the model, the architecture, the idea behind them. I read deeply into mathematics and the philosophy of software development because I believe simplicity is earned, not assumed.

Core Disciplines

Software Engineering

  • Software engineering & systems design
  • Software architectures — Clean, Onion, Hexagonal
  • Modern software development methodologies
  • Lightweight software development

AI & Deep Learning

  • Neural network engineering
  • Graph theory & graph neural networks
  • Micro / tiny neural networks
  • Algorithm design

Application Fields

Where I apply lightweight, fast models:

Bioinformatics & Chemistry (current research) · Graph Neural Networks · Computer Vision · Signal Processing · Compression Sensing · Information Warfare · Radar Systems & IAMD

📂 Detailed analyses across these fields → Hu8MA/Papers

Current Work 2025-now

  • 📄 Author of H²GNN — accepted at ECAI-2026 IEEE Bucharest (July 2026)
  • 📑 Two additional papers under peer review (IEEE Indonesia · Kufa Engineering Journal)
  • 🔬 Research Engineer at Era Vision — translating ML research into deployable systems
  • 🎓 MSc candidate at University of Babylon — graduating 2026
  • ✍️ Author of the Mastering Pandas series and others on Medium — building more technical courses next

Tech Stack

Tools, not identity. I pick what fits the model.

Languages — primary

C# Java Python SQL

Languages — coming next

Rust Go

Web & Markup

JavaScript HTML5 CSS3 Tailwind

Frameworks

.NET Core ASP.NET Core Entity Framework Java Android

APIs

REST HTMX GraphQL (next) Minimal API (next)

Architecture

Monolith Clean Onion

ML & Research

PyTorch NumPy Pandas scikit-learn

Databases

SQL Server PostgreSQL SQLite MongoDB (next) Redis (next)

Tools

Visual Studio VS Code Rider Eclipse Android Studio Google Colab Git

Featured Work

Repository Description
H²GNN A hierarchical hypergraph-based deep learning framework for predicting drug-drug interactions (DDIs). built in Python.
Papers Research analyses across Computer Vision, Graph Neural Networks, Information Warfare, and Software Engineering.
Algorithms Library A research-grade collection of algorithms spanning machine learning, problem solving, memory management, OS, and information security. built in Java.
Full Template(Web_API) Production-ready .NET 6 Web API template with JWT, Identity, Entity Framework, and clean RESTful architecture. built in C#.
Web Application API Enterprise web API built on ASP.NET Core 8.0 implementing MVVM alongside Clean Architecture. built in C#.
Attendance QR Code Android-based student attendance system using QR code technology, built in Java.

Find Me Elsewhere

Research — ORCID · ResearchGate · Web of Science

Writing — Medium · Dev.to · CoderLegion

Social — LinkedIn · Bluesky · Personal Website

GitHub Stats

"Lightweight, fast, simple — from architecture to neurons."

Pinned Loading

  1. HHGNN HHGNN Public

    The model combines chemical and metabolic network information in a two-stage architecture that is simple, efficient, and highly effective.

  2. Attendance_QR_Code Attendance_QR_Code Public

    Student Attendance Management System using QR Code Technology , It was developed in Java for Android systems

    Java 7 6

  3. Algorithms_Library Algorithms_Library Public

    A set of algorithms (machine learning, problem solving, memory management, operating system management, information security, ......) all in one project only.

    Java 4

  4. App_WebApi App_WebApi Public

    This project is a web application API developed using the ASP.NET Core API framework with .NET 8.0. It is designed to address specific enterprise needs, implementing the MVVM architecture alongside…

    C# 3 2

  5. full_Web_Api_template full_Web_Api_template Public

    This project is a comprehensive template for building a full-featured Web API using DotNet 6. It includes JWT authentication, RESTful API architectural design, Entity Framework, Identity User (Iden…

    C# 2

  6. Papers Papers Public

    Research Insights in AI and Software Engineering

    3