Experience
A timeline of my professional and academic journey from 2018 to present.
Professional
Freelance
Education
2026
2025
2023
2022
2021
2020
2019
Freelance4 mo
AI Consultant
Jan 2026 - PresentRemote
Building AI-powered products as a freelance consultant, delivering multi-agent systems and natural language interfaces for SaaS platforms.
- (B2B Sales Intelligence Platform) Architected a multi-agent sales copilot using LangGraph to automate lead qualification and human-in-the-loop Slack drafts with Salesforce, Gmail, and other integrations; deployed as multi-tenant SaaS on AWS with isolated DBs and vector stores for enterprise-compliant agentic workflows
- (Sports Facility Management SaaS) Delivered a LangGraph + Gemini platform enabling natural language court booking, scheduling, and payments via stateful conversational flows, plus a Natural Language BI layer that translates manager queries into auto-generated React charts for revenue and staff analytics
LangGraphGeminiAWSSalesforceReactPostgreSQL
Professional6 mo
Data Scientist Intern
Jul 2025 - Dec 2025La Boissiere-Ecole, France
Led a causal inference research project to optimize lactoferrin production in dairy manufacturing, leveraging advanced causal ML methods and Databricks pipelines.
- Led causal inference project for lactoferrin production optimization using DoWhy, EconML, and CausalNex
- Built end-to-end Databricks data pipelines for experiment tracking and causal analysis
- Applied Propensity Score Matching, Double ML, and Causal Forest to identify production drivers
DoWhyEconMLCausalNexDatabricksPython
Professional2 yr
AI Software Engineer
MOPO
Aug 2023 - Jul 2025San Francisco (Remote)
Architected and built a multi-LLM agent system with RAG pipelines, speech services, and scalable cloud infrastructure for an AI-native startup.
- Architected multi-LLM agent system with a lead agent orchestrating specialized tool agents
- Implemented RAG pipelines with vector embeddings, knowledge graphs, semantic routers, and speech and translation services
- Led scalable and secure deployment of the full product on AWS
- Migrated database layer to PostgreSQL with vector search
LangChainLLMsRAGAWS ECSDockerPostgreSQL
Freelance1 yr 5 mo
AI Consultant
Freelance AI Consultant
Aug 2023 - Dec 2024Lebanon / Remote
Delivered end-to-end AI consulting engagements for multiple clients, building LLM-powered chatbots, RAG systems, and GenAI architectures.
- TowardsChange: Built LLM chatbot and RAG agent on Azure AI Search for knowledge retrieval
- ShebangNow: Developed CV ranking system and RAG chatbot for recruitment automation
- AI.skilled: Led GenAI architecture design and managed a team of 3 engineers to build a POC with a roadmap to scale beyond
- Traveln.ai: Built RAG system and voice-to-JSON agent for travel booking automation
LLMsAzure AIRAGVector Search
Professional1 yr 3 mo
Machine Learning Specialist
Mobile Arts
Jun 2022 - Aug 2023Beirut, Lebanon
Built and deployed ML-powered services for content moderation, anomaly detection, ad traffic optimization, and logo detection across AWS infrastructure.
- Built AWS content moderation service with Angular frontend and .NET Core backend
- Developed AI anomaly detection on AWS Lambda for real-time earnings monitoring
- Created predictive engine on SageMaker to optimize ad traffic allocation and maximize EPC
- Trained and deployed YOLOv8 logo detection model on Dockerized AWS EC2
AWS (Lambda, SageMaker, EC2, DynamoDB)Angular.NET CoreYOLOv8
Professional1 yr 1 mo
Computer Vision Developer
Decentra Tech
May 2021 - May 2022Beirut, Lebanon
Trained and deployed computer vision models for real-time automotive safety applications on edge devices, achieving high-FPS inference on NVIDIA Jetson hardware.
- Trained and pruned computer vision models on GPU-accelerated AWS EC2 instances using NVIDIA TAO Toolkit
- Built inference pipelines with DeepStream SDK on Jetson Nano and Jetson Orin edge devices
- Implemented collision warning, lane detection, and traffic sign detection systems for real-time inference
TensorFlowPyTorchYOLOv4/v5NVIDIA TAODeepStreamDocker
Professional3 mo
ML Engineer
Vee Smart
Feb 2021 - Apr 2021Beirut, Lebanon
Developed NLP models for sentiment analysis and named entity recognition on restaurant review data.
- Built sentiment analysis pipeline on Zomato reviews using LSTM and BERT models
- Implemented Named Entity Recognition for aspect-based sentiment extraction
PythonBERTLSTMNLP
Professional2 mo
ML Engineer
Kefraya-AI (USJ)
Jan 2021 - Feb 2021Lebanon
Developed a vine detection system from satellite and drone imagery for Chateau Kefraya using object detection models.
- Trained YOLOv3 model for vine detection from satellite and drone imagery for Chateau Kefraya vineyards
PythonYOLOv3Computer Vision
Professional4 mo
Laravel Developer
Eddys Group
Sep 2020 - Dec 2020Beirut, Lebanon
Backend web development using the Laravel framework for business applications.
- Developed backend services and APIs using the Laravel PHP framework
LaravelPHPMySQL
Freelance5 mo
WordPress Developer
Freelance WordPress Developer
Jun 2020 - Oct 2020Lebanon
Built and customized WordPress websites for local businesses and clients.
- Built and customized WordPress websites for local clients, handling design, development, and deployment
WordPressPHPCSS
Professional3 mo
Assistant Technician
Fomaco sarl
Jun 2019 - Aug 2019Lebanon
Assisted electricians on-site with troubleshooting, diagnostics, and repair of electrical systems.
- Assisted electricians in the factory, troubleshot and diagnosed root causes of electrical issues, and executed repairs
Electrical SystemsTroubleshooting
Education1 yr 5 mo
MSc Data Science & Artificial Intelligence Strategy
Sep 2024 - Jan 2026Paris, France
Master of Science bridging advanced data science with AI-driven business strategy, covering machine learning, deep learning, NLP, cloud computing, and data governance.
- Focused on AI strategy, data governance, and leveraging data science for business decision-making
- Applied ML, NLP, and generative models to solve real-world business challenges through consulting projects
- LIFE Lebanon Scholarship recipient
Education4 yr 9 mo
Engineer's Degree, Software Engineering
Sep 2018 - May 2023Beirut, Lebanon
Five-year Software Engineering degree with a progressive specialization towards machine learning, computer vision, and artificial intelligence.
- Software Engineering degree with progressive focus on ML, computer vision, and AI
- Vice President of the Student Representative Committee (Amicale)
- Projects: gene mutation prediction, solar panel detection, licence plate recognition, pose estimation
2026
Freelance4 mo
AI Consultant
Jan 2026 - PresentRemote
Building AI-powered products as a freelance consultant, delivering multi-agent systems and natural language interfaces for SaaS platforms.
- (B2B Sales Intelligence Platform) Architected a multi-agent sales copilot using LangGraph to automate lead qualification and human-in-the-loop Slack drafts with Salesforce, Gmail, and other integrations; deployed as multi-tenant SaaS on AWS with isolated DBs and vector stores for enterprise-compliant agentic workflows
- (Sports Facility Management SaaS) Delivered a LangGraph + Gemini platform enabling natural language court booking, scheduling, and payments via stateful conversational flows, plus a Natural Language BI layer that translates manager queries into auto-generated React charts for revenue and staff analytics
LangGraphGeminiAWSSalesforceReactPostgreSQL
2025
Professional6 mo
Data Scientist Intern
Jul 2025 - Dec 2025La Boissiere-Ecole, France
Led a causal inference research project to optimize lactoferrin production in dairy manufacturing, leveraging advanced causal ML methods and Databricks pipelines.
- Led causal inference project for lactoferrin production optimization using DoWhy, EconML, and CausalNex
- Built end-to-end Databricks data pipelines for experiment tracking and causal analysis
- Applied Propensity Score Matching, Double ML, and Causal Forest to identify production drivers
DoWhyEconMLCausalNexDatabricksPython
2024
Education1 yr 5 mo
MSc Data Science & Artificial Intelligence Strategy
Sep 2024 - Jan 2026Paris, France
Master of Science bridging advanced data science with AI-driven business strategy, covering machine learning, deep learning, NLP, cloud computing, and data governance.
- Focused on AI strategy, data governance, and leveraging data science for business decision-making
- Applied ML, NLP, and generative models to solve real-world business challenges through consulting projects
- LIFE Lebanon Scholarship recipient
2023
Professional2 yr
AI Software Engineer
MOPO
Aug 2023 - Jul 2025San Francisco (Remote)
Architected and built a multi-LLM agent system with RAG pipelines, speech services, and scalable cloud infrastructure for an AI-native startup.
- Architected multi-LLM agent system with a lead agent orchestrating specialized tool agents
- Implemented RAG pipelines with vector embeddings, knowledge graphs, semantic routers, and speech and translation services
- Led scalable and secure deployment of the full product on AWS
- Migrated database layer to PostgreSQL with vector search
LangChainLLMsRAGAWS ECSDockerPostgreSQL
Freelance1 yr 5 mo
AI Consultant
Freelance AI Consultant
Aug 2023 - Dec 2024Lebanon / Remote
Delivered end-to-end AI consulting engagements for multiple clients, building LLM-powered chatbots, RAG systems, and GenAI architectures.
- TowardsChange: Built LLM chatbot and RAG agent on Azure AI Search for knowledge retrieval
- ShebangNow: Developed CV ranking system and RAG chatbot for recruitment automation
- AI.skilled: Led GenAI architecture design and managed a team of 3 engineers to build a POC with a roadmap to scale beyond
- Traveln.ai: Built RAG system and voice-to-JSON agent for travel booking automation
LLMsAzure AIRAGVector Search
2022
Professional1 yr 3 mo
Machine Learning Specialist
Mobile Arts
Jun 2022 - Aug 2023Beirut, Lebanon
Built and deployed ML-powered services for content moderation, anomaly detection, ad traffic optimization, and logo detection across AWS infrastructure.
- Built AWS content moderation service with Angular frontend and .NET Core backend
- Developed AI anomaly detection on AWS Lambda for real-time earnings monitoring
- Created predictive engine on SageMaker to optimize ad traffic allocation and maximize EPC
- Trained and deployed YOLOv8 logo detection model on Dockerized AWS EC2
AWS (Lambda, SageMaker, EC2, DynamoDB)Angular.NET CoreYOLOv8
2021
Professional1 yr 1 mo
Computer Vision Developer
Decentra Tech
May 2021 - May 2022Beirut, Lebanon
Trained and deployed computer vision models for real-time automotive safety applications on edge devices, achieving high-FPS inference on NVIDIA Jetson hardware.
- Trained and pruned computer vision models on GPU-accelerated AWS EC2 instances using NVIDIA TAO Toolkit
- Built inference pipelines with DeepStream SDK on Jetson Nano and Jetson Orin edge devices
- Implemented collision warning, lane detection, and traffic sign detection systems for real-time inference
TensorFlowPyTorchYOLOv4/v5NVIDIA TAODeepStreamDocker
Professional3 mo
ML Engineer
Vee Smart
Feb 2021 - Apr 2021Beirut, Lebanon
Developed NLP models for sentiment analysis and named entity recognition on restaurant review data.
- Built sentiment analysis pipeline on Zomato reviews using LSTM and BERT models
- Implemented Named Entity Recognition for aspect-based sentiment extraction
PythonBERTLSTMNLP
Professional2 mo
ML Engineer
Kefraya-AI (USJ)
Jan 2021 - Feb 2021Lebanon
Developed a vine detection system from satellite and drone imagery for Chateau Kefraya using object detection models.
- Trained YOLOv3 model for vine detection from satellite and drone imagery for Chateau Kefraya vineyards
PythonYOLOv3Computer Vision
2020
Professional4 mo
Laravel Developer
Eddys Group
Sep 2020 - Dec 2020Beirut, Lebanon
Backend web development using the Laravel framework for business applications.
- Developed backend services and APIs using the Laravel PHP framework
LaravelPHPMySQL
Freelance5 mo
WordPress Developer
Freelance WordPress Developer
Jun 2020 - Oct 2020Lebanon
Built and customized WordPress websites for local businesses and clients.
- Built and customized WordPress websites for local clients, handling design, development, and deployment
WordPressPHPCSS
2019
Professional3 mo
Assistant Technician
Fomaco sarl
Jun 2019 - Aug 2019Lebanon
Assisted electricians on-site with troubleshooting, diagnostics, and repair of electrical systems.
- Assisted electricians in the factory, troubleshot and diagnosed root causes of electrical issues, and executed repairs
Electrical SystemsTroubleshooting
2018
Education4 yr 9 mo
Engineer's Degree, Software Engineering
Sep 2018 - May 2023Beirut, Lebanon
Five-year Software Engineering degree with a progressive specialization towards machine learning, computer vision, and artificial intelligence.
- Software Engineering degree with progressive focus on ML, computer vision, and AI
- Vice President of the Student Representative Committee (Amicale)
- Projects: gene mutation prediction, solar panel detection, licence plate recognition, pose estimation