Available for remote engagements worldwide

I build computer vision, LLM-agent and machine learning systems that ship.

From data and model training to deployed, monitored APIs: practical AI that solves a real business problem, with clear metrics and clean handover.

Mahmoud Ayman AI & Machine Learning Engineer Cairo, Egypt (UTC+3)

    vision-agent.pipeline live
    1. Inputcamera / text
    2. Modeldetect · embed
    3. Agentreason · tools
    4. OutputAPI · action
    Illustrative pipeline 2nd Place · Forum 2026 Digital Verified Driver →
    Recognition & training
    • Founder Co-founding & building 3 startups
    • 2nd Place Engineers Syndicate Forum 2026
    • Winner TechMakers & AI + IoT Challenges 2026
    • NVIDIA Deep Learning Institute
    • IBM Machine & Deep Learning (Coursera)

    Selected work

    Case studies that shipped

    A flagship edge-AI system plus recent LLM, vision and ML work.

    All projects
    Sanad — Arabic Source-Grounded RAG Assistant

    AI Project

    Sanad — Arabic Source-Grounded RAG Assistant

    End-to-end RAG system over ~80K Arabic passages in 10 knowledge categories. Every answer cites book, author, and page; the assistant refuses when no relevant source is retrieved. FastAPI, PostgreSQL + pgvector, Celery + Redis.

    PythonFastAPIPostgreSQLpgvector
    Blood Cell Diagnostics

    AI Project

    Blood Cell Diagnostics

    End-to-End AI platform for classifying blood cell images (+95% accuracy): 17K+ images (8 classes), custom PyTorch CNN, Flask web app, Docker deploy.

    PythonPyTorchOpenCVFlask
    Question Answering with Transformers

    AI Project

    Question Answering with Transformers

    Extractive question answering system using Transformer models fine-tuned on the Stanford Question Answering Dataset (SQuAD), with a Flask web interface to ask questions and get answers from context.

    Python 3.8+FlaskHugging Face TransformersDatasets
    League of Legends Win Predictor

    AI Project

    League of Legends Win Predictor

    Flask service exposing a logistic-regression model trained on match-level statistics to estimate a team's chance of victory, with a reproducible training pipeline, JSON API, and an interactive dashboard.

    Pythonscikit-learnLogistic RegressionFlask

    What I do

    AI engineering services

    From first prototype to a deployed, maintainable system.

    All services

    Startups

    AI MVP Development for Startups

    From idea to a production-ready AI MVP: scoping, rapid prototype, deploy, and iteration with founders as a technical co-founder-style partner.

    Computer Vision

    Computer Vision Systems

    Detection, verification, OCR, and real-time vision pipelines for production use cases.

    NLP

    NLP & Language AI

    Sentiment analysis, QA, resume screening, and text intelligence systems with practical APIs.

    Agentic AI

    LLM, RAG & Agentic AI

    RAG pipelines, multi-agent systems, MCP integrations, and observability-ready LLM apps.

    How I work

    A clear path from idea to production

    1. Discover

      A short call to understand the problem, the data you have, constraints and what success looks like.

    2. Prototype

      A focused proof of concept on your data to validate the approach before investing in a full build.

    3. Build & ship

      Production APIs, containers and CI/CD, with evaluation and monitoring built in from the start.

    4. Handover

      Documentation and a clean handover so your team can run and extend the system.

    Tech stack

    Tools I ship with

    Experience

    Recent roles

    Full experience

    FAQ

    Common questions

    What kind of projects do you take on?

    AI MVPs for startups, computer vision, NLP, LLM / RAG / agent systems, ML model training and deployment, and full-stack AI applications - from prototype to production.

    Do you work with startups and founders?

    Yes. I offer AI MVP development for founders - idea validation and scoping, a rapid prototype, and a production-ready MVP with an AI/ML core, then iteration after launch. I can work as a technical co-founder-style partner, and I am co-founding and building 3 startups myself.

    How is pricing handled?

    Pricing is scoped per project. After a short intro call I propose a scope, milestones and an estimate.

    Which time zone do you work in?

    Cairo, Egypt (UTC+3). That overlaps well with Europe and the Gulf, and I work asynchronously with teams in other time zones.

    Do you work with international clients?

    Yes. I work remotely and have delivered 100+ freelance projects, mainly for clients in Saudi Arabia.

    What do you need from me to get started?

    A short description of the problem, any sample data or existing code you can share, and your target timeline.

    Next

    Let's build something intelligent

    Based in Cairo (UTC+3), working remotely with teams worldwide.