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@AI-supported-smart-way-of-teaching-kids

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matthewtsegay/README.md
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๐Ÿ“‹ About Me

I am a 5th-year Software Engineering student at Mekelle University. I believe that being an Engineer starts long before writing codeโ€”it begins with deeply understanding real-world problems. My approach focuses on domain analysis, defining functional and non-functional requirements, and architecting systems that are modular and scalable. I don't just "make software"; I build last-served systems that solve problems at their roots.


๐Ÿš€ Core Focus

  • AI / Machine Learning (applied) โ€” Production RAG, classification, and predictive performance analysis.
  • Backend Architecture โ€” Scalable APIs, Modular Monolithic systems, and High-Concurrency design.
  • AI-driven Products โ€” Healthcare, Education, FinTech (Payments), and Automation.
  • Productization & Integrations โ€” Payment flows (Chapa), real-time notifications (SMTP/Redis), and Cloud deployments.

๐Ÿง  Tech Stack

Languages & Frameworks

Python TypeScript Django FastAPI Gin Go

ML & Data

Scikit-Learn RAG NLP SHAP

Databases & Storage

PostgreSQL MongoDB Redis Cloudinary

Frontend & UX

React Next.js Vite TailwindCSS Flutter

Infra & Tools

Docker GitHub Actions Linux Vercel Render

Integrations: Payment flows (Chapa integration), Celery Background Tasks, SMTP Mail, Geocoding & Mapping.


๐Ÿš€ Core Engineered Solutions

๐Ÿช Nubu-Store: Modular E-Commerce Ecosystem

The Problem: Modern e-commerce often suffers from "monolithic bloat," where updating a single feature risks breaking the entire system. Businesses lose time, money, and energy dealing with slow deployments and unoptimized background processing.

The Initiation: This project was initiated to build a future-proof retail engine. By architecting a modular monolithic system with strict domain separation, I ensured the platform could scale effortlessly. I integrated Redis/Celery for high-speed background tasks and Locust for stress testing to ensure the system doesn't just work, but thrives under pressure.

  • Backend: Django REST Framework (DRF) + Redis + PostgreSQL + SMTP.
  • Frontend: Next.js + Tailwind CSS (Deployed on Vercel).
  • Key Achievements: Modular domain design (Auth, Orders, Payments), Pytest coverage, and Locust performance benchmarking.
  • ๐Ÿ”— Live Demo | Repository

๐Ÿซ Full-Stack School Management System

The Problem: Many schools still rely on manual, error-prone administrative workflows. This "traditional gap" leads to inaccurate attendance, delayed financial reporting, and a lack of visibility for parents regarding their child's academic trajectory.

The Initiation: The goal was Digital Transformation. I designed this system to bridge the gap between admins, parents, and students. By implementing QR-based attendance and an AI performance-prediction engine, I transformed a passive record-keeping tool into an active, predictive educational assistant.

  • Stack: React + TypeScript + Vite (Frontend) | DRF (Backend).
  • Architecture: Transitioning to Go (Gin) for high-concurrency payment flows and FastAPI for AI performance.
  • Innovation: AI-driven early performance analysis and automated financial invoicing via Chapa.
  • ๐Ÿ”— [Repository Link] (Coming Soon)

๐ŸŽ“ AI-Supported Smart Teaching for Kids

The Problem: Early education is often one-size-fits-all, ignoring that every child learns at a different pace. Without personalized feedback loops, children can easily fall behind or lose interest in tutor materials.

The Initiation: This project focuses on Adaptive Learning. I initiated a role-based ecosystem where the system itself acts as a digital tutor. By analyzing kid-specific performance data, the backend dynamically recommends videos and tests, ensuring the educational content is always perfectly matched to the childโ€™s current level.

  • Stack: Django REST Framework (API) | Flutter (Mobile App).
  • Core Feature: Fine-grained RBAC for Teachers, Parents, and Kids + AI Recommendation Engine.
  • ๐Ÿ”— [Repository Link] (Coming Soon)

๐Ÿฝ AI Nutrition Recommender & Parent Ed-Tech

The Problem: Parents frequently struggle to accurately track their childโ€™s nutritional health and identify the caloric/nutritional value of daily meals. General advice is often too broad to be useful for specific weight/height milestones.

The Initiation: I combined Computer Vision with RAG (Retrieval-Augmented Generation) to solve the information gap. This platform allows parents to get instant nutritional breakdowns just by snapping a photo of a meal. By syncing this data with the child's physical growth metrics, the AI provides a tailored "nutrition roadmap."

  • Stack: Python, FastAPI, RAG Frameworks, Computer Vision.
  • Key Innovation: Image recognition for meal content analysis and educational RAG-based chatbots for instant parent support.
  • ๐Ÿ”— [Repository Link] (Coming Soon)

๐Ÿ“‚ Professional Vaults


๐Ÿ“ฌ Connect with Me

Pinned Loading

  1. django-video-rental-app django-video-rental-app Public archive

    JavaScript 1

  2. E-commerce-Platform E-commerce-Platform Public archive

    Forked from semereherruy/E-commerce-Platform

    A full-stack e-commerce web application built with Django REST Framework (backend) and Next.js + TypeScript (frontend). It features secure JWT authentication, role-based access control, shopping caโ€ฆ

    Python 1

  3. AI-supported-smart-way-of-teaching-kids/Backend AI-supported-smart-way-of-teaching-kids/Backend Public

    A Django REST Framework backend for an AI-powered kindergarten learning platform that supports personalized learning, lesson and quiz management, progress tracking, JWT authentication, and ML-basedโ€ฆ

    Python 1

  4. kua-University/student-registration-system-with-django kua-University/student-registration-system-with-django Public

    A Django-based student payment system that supports student registration, secure Stripe payment processing, and payment tracking. Built with Django, Python, HTML, and SQLite, with comprehensive tesโ€ฆ

    Python

  5. real-estate-price-prediction real-estate-price-prediction Public

    A machine learning project that predicts real estate property prices using Random Forest Regression. Built with Python, Scikit-learn, Pandas, and Jupyter Notebook, featuring data preprocessing, expโ€ฆ

    Jupyter Notebook 1

  6. Rest-Room Rest-Room Public

    A web-based restroom booking and customer management system built with PHP, MySQL, HTML, CSS, and Bootstrap. Features secure user authentication, restroom reservation management, and customer adminโ€ฆ

    PHP 1