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Hachem Hamadeh

Mid-level Applied AI Engineer specializing in ML systems, MLOps, and industrial analytics

Toronto, CanadaApplied AI Engineer (Freelance)5 years experienceMid-LevelTechnologyConsultingBiotechnology
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About

Industrial AI/ML practitioner with experience deploying real-time monitoring and anomaly detection in a regulated Sanofi vaccine manufacturing facility, including root-cause workflows, logging/alerting, and SOP-aligned validation—achieving ~90% faster anomaly detection. Also built Python/NLP-style automation to accelerate instrumentation & control documentation (~40% faster) and delivered end-to-end predictive analytics for an agri-food operations/distribution client using close operator and leadership feedback loops.

Experience

Applied AI Engineer (Freelance)Self-Employed
Data Scientist (Applied AI Engineer and Digital Transformation)AtkinsRéalis
Data Scientist (Bioprocess AI and Analytics)Sanofi

Education

University of Waterloomaster, Chemical Engineering (2018)
University of Waterloobachelor, Chemical Engineering (2016)

Key Strengths

  • Deployed real-time anomaly detection + root cause analysis into regulated vaccine manufacturing; cut anomaly detection latency ~90%
  • Built scalable, reproducible AI/ML pipelines for high-volume heterogeneous sensor data across facility production lines
  • Strong cross-functional execution with data engineering, IT, QC, validation/commissioning to deliver production-ready systems
  • Systematic multi-domain troubleshooting (software/hardware/network) to isolate data dropouts and resolve pipeline/spec issues
  • Python automation of I&C documentation workflows; reduced delivery time ~40% and improved consistency
  • Effective on-site/operator collaboration and tight feedback loops to deliver predictive analytics/demand forecasting improvements
  • Built repeatable experimentation framework to evaluate and narrow LLM tool choices for multi-million investment
  • Translated technical pilot results into executive briefs with options, tradeoffs, ROI, and recommendations
  • Stakeholder alignment across varied expectations; tight feedback loops to refine use cases and adoption
  • Real-time LLM workflow debugging using logs/telemetry; standardized preprocessing and added fallback prompts to resolve inconsistent outputs
  • Led technical seminar/workshop for 30+ engineers/scientists with hands-on, real-dataset demonstrations
  • End-to-end ML pipeline scoping-to-implementation with operations/sales/distribution teams to drive adoption

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Languages

English

Skills

Machine LearningMLOpsApplied AI SystemsGenerative AISustainability AnalyticsProcess OptimizationProcess ModelingIndustrial Machine LearningPythonSQLTensorFlowPyTorchHugging Face TransformersHugging FaceLangChain