AI & Machine Learning Engineer

Mohamed Khaled Ghareeb

AI and Machine Learning Engineer specializing in Generative AI, NLP, and Computer Vision. Experienced with Large Language Models, Retrieval-Augmented Generation, and MLOps practices that keep production-grade systems fast, reliable, and secure.

Machine Learning EngineerAI EngineerGenerative AI EngineerNLP Engineer

mohamed.khaled.ai01@gmail.com

Discord

ghreeb1

Availability

Available July 2025 (post-graduation)

Location

Egypt

Languages

English · Advanced · Professional working proficiency | Arabic · Native

Operating Base

Egypt

Available July 2025 · Open to relocation & remote work

Why I Build Intelligent Systems

I’m an AI & Machine Learning Engineer who obsessively optimizes product-facing systems. Whether I’m architecting a HIPAA-ready healthcare assistant or fine-tuning a therapeutic chatbot, I focus on keeping latency low, responses grounded in context, and infrastructure production-grade.

My recent work spans LLM fine-tuning, Retrieval-Augmented Generation (RAG) design, and MLOps automation across FastAPI, LangChain, Docker, and AWS. I love translating ambiguous healthcare or wellness problems into measurable wins—like reducing Memorixal’s response times by 40% while sustaining 99.5% uptime.

Outside of shipping features, I mentor peers on prompt design, contribute to open-source tooling, and stay sharp through AI competitions. I’m open to Machine Learning, Generative AI, and NLP roles—especially where I can be hands-on with deployment, observability, and continuous improvement.

Systems I Ship

Experience Highlights

AI Engineer (Graduation Project)

Memorixal – Healthcare Assistant Platform

Jan 2025 – Present

Architected an intelligent healthcare monitoring platform with real-time patient tracking and AI-driven insights.

Built a LangChain and Gemini-powered narrative engine supporting multilingual (EN/AR) patient interactions.

Implemented real-time updates using FastAPI and WebSockets, ensuring seamless data flow.

Developed a HIPAA-compliant architecture with automated medical report generation (PDF/Excel).

Deployed scalable microservices using Docker and AWS infrastructure.

FastAPILangChainGemini APIWebSocketsDockerAWS

Freelance AI & Software Developer

ITIDA – Gigs Program (Round 19)

Oct 2025 – Dec 2025

Completed a 3-month grant (Oct 15 – Dec 15) and successfully delivered 10 freelance gigs.

Applied AI and software development skills in real-world projects with focus on performance and reliability.

AI DevelopmentSoftware DevelopmentFreelancing

Freelance Machine Learning Engineer

Mental Health Guidance Chatbot

Sep 2024 – Dec 2024

Developed a web-based mental health support system focused on predictive guidance and empathetic interaction.

Performed extensive Exploratory Data Analysis (EDA) to identify mental health trends and user patterns.

Integrated a Machine Learning model using Scikit-learn for predicting health trends based on user surveys.

Built a user-friendly interface using Flask and interactive visualization tools.

Scikit-learnFlaskPandasMatplotlibNLP

Freelance AI Developer

RAG Personas Chat System

Jun 2024 – Aug 2024

Engineered a modular chat system allowing users to interact with AI personas possessing niche document knowledge.

Implemented a dynamic context enrichment system using LangChain and FAISS for vector retrieval.

Integrated Google Gemini API for personality-driven dialogues and information extraction.

Built a scalable backend with FastAPI to handle high-concurrency persona interactions.

FastAPIFAISSLangChainGoogle Gemini API

Freelance Computer Vision Engineer

Medical Imaging Diagnostic Systems

Mar 2024 – Jun 2024

Developed production-grade Computer Vision systems for medical diagnosis, including eye disease and pneumonia detection.

Engineered deep learning architectures using PyTorch and Keras/TensorFlow for high-accuracy image classification.

Built functional web portals for medical professionals to upload scans and receive automated diagnostic assistance.

Applied transfer learning and data augmentation to optimize model performance on limited medical datasets.

PyTorchTensorFlowKerasOpenCVFlask

Selected Work

Projects in Production

Shipping AI systems that stay fast, factual, and reliable.

Al-Maktabah Al-Shamilah RAG System

Arabic-first RAG · 210k+ Documents · Semantic Search · gpt-oss:120B

A professional Arabic-first search system combining ChromaDB (178k documents) and Hadith_db (34k hadiths) with semantic embeddings (multilingual-e5-small) and AI-powered responses (gpt-oss:120B).

ReactFastAPIChromaDBHadith_dbNLP+ 3

AI Healthcare Assistant — Memorixal

HIPAA-compliant Architecture · Real-time Monitoring · LangChain · Gemini API

An enterprise-grade healthcare monitoring platform featuring real-time patient tracking, AI-driven insights, and automated report generation.

FastAPIWebSocketsLangChainGemini APIRAG+ 2

Tabyin - Intelligent Legal Assistant

Offline Voice · Google Gemini AI · Faster-Whisper · Multilingual

An intelligent legal assistant chatbot providing information about Saudi laws, featuring fully offline voice capabilities for maximum privacy and speed.

PythonFlaskGoogle Gemini AIFaster-WhispergTTS

AI Anime Story Generator

Auto-generates anime comics · NLP + Stable Diffusion · Web interface

An innovative system that transforms written stories and dialogues into visually appealing anime-style comics.

PythonNLPHugging Face TransformersStable DiffusionFastAPI+ 1

Caregiver Assistant using RAG

Retrieval-Augmented Generation · LangChain · FAISS · LLM Integration

A specialized RAG-powered assistant designed to provide accurate, context-aware information for caregivers, specifically for Alzheimer's care.

PythonFastAPILangChainFAISSOllama+ 1

Protofolio-MacOS

Simulates macOS interface · Zustand State Management · UnoCSS · Interactive Desktop

An interactive macOS-inspired portfolio built with React 18, recreating a realistic desktop environment to showcase various AI/ML projects.

React 18TypeScriptViteZustandUnoCSS+ 1

AI Interviewer System

Personalized technical interviews · LLM resume analysis · Adaptive questioning

An intelligent interview simulation system that analyzes resumes and conducts personalized technical interviews.

PythonTransformersSpaCyFastAPIStreamlit

Eye Disease Detection — Computer Vision

Deep Learning · CNN Accuracy · PyTorch · Medical AI

A medical AI system for detection and classification of retinal diseases (cataracts, glaucoma) to provide accessible diagnostic assistance.

PythonPyTorchCNNOpenCVFlask

Mental Health Guidance Chatbot

Trend Prediction · Machine Learning · Scikit-learn · Flask

An AI-powered web application dedicated to mental health prediction and supportive guidance based on user survey data.

PythonScikit-learnFlaskPandasMatplotlib+ 1

RAG Personas Chat System

Dynamic Personalities · FAISS Vector DB · context Enrichment · LangChain

A modular chat application allowing users to interact with custom AI personas enriched by document-based knowledge.

PythonFastAPIFAISSLangChainGoogle Gemini API

Pneumonia Detection — Computer Vision

LSTM Integration · Deep Learning Diagnostic · Flask Interface · X-Ray Analysis

An AI diagnostic tool analyzing chest X-ray images to detect pneumonia using deep learning and LSTM network feature sequencing.

PythonTensorFlowKerasLSTMOpenCV+ 1

Flappy Bird Reinforcement Learning

Deep Q-Learning (DQN) · PyGame Simulation · autonomous Agent · Neural Training

A reinforcement learning project where an AI agent masters Flappy Bird through Deep Q-Learning (DQN) in a PyGame environment.

PythonPyTorchPyGameDQNNumPy+ 1

Customer Churn Prediction App

Predictive Analytics · Model Deployment · Data Visualization · Scikit-learn

An end-to-end machine learning application designed to predict customer churn for telecommunications companies using advanced classification models.

PythonFlaskScikit-learnPandasMatplotlib+ 1

Toolkit

Core Skills & Tooling

Programming & Data

Python
Pandas
NumPy
Matplotlib
Seaborn

Machine Learning

PyTorch
TensorFlow
Keras
Scikit-learn
CNN/RNN/LSTM
Transformers
Transfer Learning

Generative AI & LLMs

OpenAI API
Hugging Face
LangChain
FAISS
RAG Architecture
Prompt Engineering
Fine-tuning

Computer Vision

OpenCV
Object Detection
Image Classification
Medical Imaging
ResNet-50

Backend & MLOps

FastAPI
Django
Streamlit
Docker
AWS EC2
CI/CD
PostgreSQL
SQLite

Web & Product

REST APIs
JWT auth
HTML
CSS

Key Achievements

Reduced healthcare platform response time by 40% while keeping uptime above 99%.

Achieved 92% accuracy on medical image classification spanning 8 diseases.

Decreased chatbot latency by 67% (6s → 2s) for a better therapeutic experience.

Designed RAG systems handling 50K+ interactions with consistent tone and insights.

Delivered production APIs with secure authentication for 1K+ daily requests.

Technical Credentials

Certifications

AI Summer Training Program

2022

National Telecommunication Institute (NTI)

120 hours across ML, DL, CV, and NLP fundamentals.

Odoo ERP Training – AI Integration

Odoo (2024)

Applied AI for ERP automation across finance, sales, and inventory pipelines.

Machine Learning for Data Analysis

2025 (15 Oct - 21 Dec)

National Telecommunication Institute (NTI)

120 hours (90 hours technical, 30 hours freelance/professional skills) focused on machine learning techniques for data analysis.

ITIDA Gigs Program - Round 19

2025

Information Technology Industry Development Agency (ITIDA)

Completed a 3-month grant and successfully delivered 10 freelance gigs applying AI and software development skills.

Activity

GitHub Contributions

Education

Bachelor's degree in Artificial Intelligence

Menoufia University

Machine Intelligence · GPA 2.71/4.0 (Good)

Expected July 2025

Certifications

AI Summer Training Program
National Telecommunication Institute (NTI)
Odoo ERP Training – AI Integration
Odoo (2024)
Machine Learning for Data Analysis
National Telecommunication Institute (NTI)

+ 1 more credentials

Working Style

Active open-source contributor and AI competition participant.
Available for remote roles and open to relocation.
Ready for full-time roles starting July 2025.

Languages

EnglishArabic