IYAD KHALIL

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About

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I am an AI / ML Engineer who enjoys bridging research and practical engineering to build intelligent systems that solve real-world problems. My expertise ranges from natural language processing and large language models to forecasting and deploying scalable cloud solutions. I take pride in turning complex data into actionable insights and developing models that make a tangible impact.

With hands-on experience in technologies like Python, Azure OpenAI, and Docker, I have built pipelines and applications used in healthcare and e-commerce domains, among others. I am passionate about continuous learning and applying AI to create smarter products and improve business outcomes.

  • 2 years' experience
  • Joined July 2025

Languages

  • EnglishAdvanced
  • FrenchAdvanced
  • ArabicAdvanced

Industry experience

  • Software & Internet
  • Healthcare
  • Retail
  • Professional Services
  • Education

Work experience

AI Engineer · Université Côte d'AzurJul 2025 – Jul 2025

Developed an AI-powered SaaS e-commerce platform supporting multi-vendor architecture with automated product handling and real-time order routing. Built a hybrid recommendation engine combining collaborative filtering and content similarity using WebGPU for fast client-side inference. Integrated OpenAI GPT-4 for multilingual product description generation and dynamic translation with SEO-optimized prompt engineering. Applied Hugging Face SegFormer for real-time background removal and image enhancement. Architected a modular stack using React, Supabase Edge Functions, PostgreSQL with RLS, and Stripe for secure payments and vendor-level isolation.

AI - ML Engineer · BLINK PHARMAMar 2025 – Present · 1 yr 9 mos

Developed a hybrid LSTM + XGBoost model for multivariate forecasting of pharmacy revenue based on enriched time series data. Engineered 25+ explanatory features including sales history, holidays, seasonality, patient behavior, volatility, long-term trends, and more. Achieved a prediction accuracy of 93.21% with SMAPE less than 10% on real-world test sets. Designed a secure RESTful API using FastAPI, containerized with Docker, served with NGINX, and deployed on a Linux Azure VM. Integrated an intelligent conversational agent using Azure OpenAI and LangChain for personalized recommendations. Implemented a robust MLOps architecture with model versioning, virtual environments (Conda), API monitoring (Postman), and reproducible pipelines.

Automation Engineer · TERSEASep 2024 – Jul 2025 · 11 mos

Automated end-to-end testing for a web application using Cypress. Covered most platform features with reusable and maintainable test scripts. Collaborated with developers to detect bugs and improve overall product quality.

Education

Master 2 in Artificial Intelligence · Université Côte d'Azur - France2024 – 2025
Engineering Cycle in Computer Science and Networks · École Marocaine des Sciences de l'Ingénieur - Morocco2020 – 2025

Certifications and awards

Machine Learning with Python – IBM2023
Containers: Docker, Kubernetes, OpenShift – IBM2023
Cloud Computing – IBM2023
React Native – Meta2023

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