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MohammadHezan/README.md

Intelligent Systems Engineer — AI × Data × Systems

OS Lang Lang Focus


I build intelligent systems from first principles — combining low-level engineering with modern AI.

I’m an AI & Data Science student at Applied Science University (GPA: 3.94, Ranked 2nd)
and a 42 Amman student, focused on building systems that are both intelligent and efficient.

My work spans:

  • ⚙️ Systems programming (C, Unix, memory, processes)
  • 🤖 Machine Learning & AI systems
  • 📊 Data science & real-world analytics
  • 🧠 Generative AI workflows and applications

⚡ Current Focus

  • Designing end-to-end AI systems (data → model → inference)
  • Understanding low-level system behavior (memory, processes, performance)
  • Building LLM-powered applications
  • Improving model performance and efficiency
  • Exploring scalable intelligent systems

🛠️ Technical Stack

⚙️ Systems & Core CS

  • C / C++
  • Unix / Linux / POSIX
  • Memory management & process control
  • Data structures & algorithms
  • Performance optimization

🤖 AI / Machine Learning

  • Python
  • Scikit-learn, Pandas, NumPy
  • Deep Learning fundamentals
  • NLP & Computer Vision
  • Model evaluation & feature engineering

🧪 Data Science & Analytics

  • Exploratory Data Analysis (EDA)
  • Statistical analysis
  • Data visualization (Matplotlib, ggplot2, Power BI)
  • SQL (SQLite, PostgreSQL)

🎨 Generative AI

  • Stable Diffusion, DALL·E, MidJourney
  • Prompt engineering
  • Image generation pipelines
  • AI-assisted design workflows

🚀 Selected Projects

🤖 AI Library Desk Agent

Conversational AI system for automating library operations

  • Built using LangChain + LangGraph
  • Tool-based reasoning (search, orders, inventory)
  • FastAPI backend + SQLite database
  • Local LLM inference via Ollama
  • Web chat interface (HTML/CSS/JS)

🔗 https://github.com/MohammadHezan/Library-disk-agent


📊 Hospital Readmission Risk Analysis

End-to-end ML pipeline on real healthcare data

  • Data cleaning, EDA, and statistical analysis
  • Feature engineering & class imbalance handling
  • Models: Logistic Regression, Random Forest, Gradient Boosting
  • Evaluation: ROC-AUC, precision-recall
  • Focus on interpretability & ethical AI

🔗 https://github.com/MohammadHezan/hospital-readmission-risk-analysis-r


⚙️ Push_swap — Algorithm Optimizer

High-performance sorting under strict constraints (C)

  • Optimized operation count using greedy & chunking strategies
  • Complexity-aware design & benchmarking
  • Deep focus on algorithm efficiency and trade-offs

🔗 https://github.com/MohammadHezan/push_swap


🐧 Pipex — Unix Pipeline Simulator

Reimplementation of Unix pipe behavior

  • fork, execve, pipe, dup2
  • Process control & file descriptor management
  • Inter-process communication

🔗 https://github.com/MohammadHezan/pipex


🎨 Fractol — Fractal Engine

Real-time fractal rendering engine

  • Mandelbrot & Julia sets
  • Complex number computations
  • Performance-optimized rendering

🔗 https://github.com/MohammadHezan/fractol


🧠 Engineering Philosophy

I approach every project as a system — not just code.

  • Build from first principles
  • Understand the cost of abstraction
  • Combine systems thinking with AI
  • Optimize for performance and clarity
  • Focus on real-world impact

📚 Education

  • 🎓 BSc in AI & Data Science — Applied Science University
  • 💻 42 Amman — Systems Programming & Software Engineering

📬 Contact

Pinned Loading

  1. Library-disk-agent Library-disk-agent Public

    An AI-powered library desk agent built with LangChain and LangGraph that can search books, create orders, manage inventory, and track order status using a conversational chat interface.

    Python

  2. hospital-readmission-risk-analysis-r hospital-readmission-risk-analysis-r Public

    End-to-end data analysis and machine learning project in R focused on predicting hospital readmission risk using clinical and demographic data. Includes data preprocessing, statistical analysis, fe…

    R

  3. push_swap push_swap Public

    C

  4. fractol fractol Public

    C

  5. pipex pipex Public

    C

  6. Sumo-Robot Sumo-Robot Public

    C++