Skip to content
View Youssif71's full-sized avatar
😶‍🌫️
Teaching machines to understand the world
😶‍🌫️
Teaching machines to understand the world

Highlights

  • Pro

Block or report Youssif71

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
Youssif71/README.md

Youssif Magdi

Data Science & Artificial Intelligence Student @ Zewail City of Science & Technology

bio.site/youssif_magdi


I build AI systems that bridge research and deployment — transforming machine learning ideas into production-oriented applications.

My work spans information retrieval, NLP, computer vision, explainable AI, and scalable ML systems, with emphasis on building practical solutions grounded in solid engineering principles.


Research & Technical Interests

Information Retrieval & NLP

  • Semantic Search Systems
  • BERT / RoBERTa Models
  • Retrieval-Augmented Pipelines
  • Resume Intelligence Systems
  • Search Ranking & Recommendation

Computer Vision

  • Object Detection
  • Multi-Object Tracking
  • Explainable Vision Systems
  • Medical Imaging AI
  • YOLO-based Applications

Explainable AI (XAI)

  • SHAP
  • LIME
  • Grad-CAM
  • Model Interpretability
  • Bias Analysis

AI Systems Engineering

  • REST APIs
  • Backend Development
  • Docker Deployment
  • ML Pipelines
  • Intelligent Automation Systems

Featured Projects

Bowling Pin Detection & Score Tracking System

Python · YOLOv8 · ByteTrack · OpenCV

Computer vision pipeline for automatic bowling pin detection and score tracking from video streams.

Highlights:

  • Fine-tuned YOLOv8s detector
  • Multi-object tracking using ByteTrack
  • Pin-fall detection heuristics
  • Real-time annotated outputs
  • Video analytics pipeline

Repository: Bowling-Pin-Detection-Fall-Tracking


Resume Classification & Candidate Ranking System

RoBERTa · NLP · Streamlit

AI recruitment pipeline featuring:

  • Resume classification (>80% accuracy)
  • TF-IDF retrieval
  • Cosine similarity ranking
  • Interactive evaluation dashboard

Explainable AI for Chest X-Ray Classification

PyTorch · TensorFlow · XAI

Multi-label disease classification using ChestXray14.

Methods:

  • DenseNet / ResNet
  • Grad-CAM
  • SHAP
  • LIME

Performance:

ROC-AUC: 0.806

Repository: XAI-Chest-Xray


Scalable Price Comparison Platform

Flask · PostgreSQL · Elasticsearch · Docker

Backend architecture featuring:

  • REST APIs
  • Clean Architecture
  • Search infrastructure
  • Automated testing
  • Containerized deployment

Experience

AI Specialist & Marketing Automation Assistant

Midrar Marketing Agency

Responsibilities:

  • AI chatbot optimization
  • Business workflow automation
  • Make & Zapier integrations
  • AI-powered reporting pipelines
  • Marketing process automation

Technical Stack

Languages

Python · SQL · C++

Machine Learning

PyTorch · TensorFlow · Scikit-learn · OpenCV

Backend & Databases

Flask · REST APIs · PostgreSQL · Elasticsearch

Tools

Docker · Git · Jupyter · Linux


Achievements

🏆 2nd Place — University Hackathon

🏛️ Top 23 / 100+ Teams — GEM Hackathon

Project: GEET — AI-Powered Smart Museum Ecosystem


Building AI systems from research ideas to production-ready applications.

Popular repositories Loading

  1. XAI-Chest-Xray XAI-Chest-Xray Public

    Explainable deep learning for multi-label thoracic disease classification on NIH ChestX-ray14. Benchmarks 7 architectures (CNN, ResNet50, DenseNet121, Xception, ViT, ConvNeXt) with Grad-CAM, SHAP, …

    Jupyter Notebook

  2. Youssif71 Youssif71 Public

  3. Bowling-Pin-Detection-Fall-Tracking Bowling-Pin-Detection-Fall-Tracking Public

    Real-time bowling pin detection and fall tracking using YOLOv8 and OpenCV.

    Jupyter Notebook

  4. OpenWA OpenWA Public

    Forked from rmyndharis/OpenWA

    Free, Open Source, Self-Hosted WhatsApp API Gateway

    TypeScript

  5. golden_scarab_swe_mvp golden_scarab_swe_mvp Public

    Forked from DEVOLOPER-1/golden_scarab_swe_mvp

    Golden Scarab Price Comparison & Market Intelligence Platform

    Python

  6. ShopEase-e-commerce-system ShopEase-e-commerce-system Public

    Full-stack E-Commerce Management System built with Flask, SQL Server, SQLAlchemy, and Bootstrap featuring authentication, role-based access control, shopping cart, order management, reviews, and ad…

    HTML