Ehsan Amirian
Sr Data Scientist @PETRONAS Canada
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WORK HISTORY
Sr Data Scientist @PETRONAS Canada
Calgary, AB, CA
Driving AI & ML Adoption: Leading AI and machine learning initiatives to optimize well performance and enhance decision-making across unconventional oil and gas assets- Standardizing Data Science Practices: Developing and implementing best practices, frameworks, and methodologies to ensure consistency and scalability in AI/ML applications within unconventional reservoir management- Creating Business Value: Identifying high-impact opportunities to apply AI and digital solutions, reducing costs, and improving asset performance in unconventional oil and gas operations- Upskilling and Collaboration: Building internal AI capabilities through training programs and collaborating cross-functionally to integrate data science solutions into operations for unconventional asset optimization.
EDUCATION
University of Calgary
Doctor of Philosophy (Ph.D.), Petroleum Engineering
University of Alberta
Master's Degree (M.Sc.), Petroleum Engineering
Amirkabir University of Technology - Tehran Polytechnic
Bachelor of Science (B.Sc.), Petroleum Engineering
ABOUT EHSAN AMIRIAN
With over 13 years of experience at the intersection of Data Science, AI/ML, and strategic business transformation, I design and deliver sustainable, analytics-driven solutions that unlock step-change improvements for organizations navigating the digital era. I bring together a deep foundation in statistical modeling, algorithm design, and domain expertise to solve complex business problems, from ideation to production. I actively explore and apply the latest advancements in Generative AI (GenAI), Large Language Models (LLMs), Agentic AI, and Retrieval-Augmented Generation (RAG) to build intelligent, scalable systems that drive measurable impact.As a Data Science Manager, Solution Architect, and Project Manager, I\'ve orchestrated end-to-end AI solutions that align cutting-edge technology with strategic business objectives, with a focus on Responsible AI. What I bring to the table: AI/ML & Advanced Analytics: 13+ years of designing data-driven solutions leveraging statistical methods, predictive modeling, and computational intelligence techniques. Cutting-Edge AI: Hands-on experience with Generative AI, LLMs, Agentic AI frameworks, RAG pipelines, AI Agents & Orchestration, Multimodal AI, and Compound AI Systems to build next-generation intelligent applications. End-to-End Solution Delivery: Proven track record as a Data Science Manager, Solution Architect, and Project Manager, bridging the gap between technical execution and business strategy. MLOps & LLMOps: Comprehensive experience designing and implementing CI/CD pipelines, DevOps, and MLOps workflows using Python, Git, and modern Agile practices to ensure reliable, production-grade AI systems. Technical Toolkit: Proficient in Python, Pandas, NumPy, Scikit-Learn, TensorFlow, Keras, SciPy, LangChain, Hugging Face, and emerging AI/ML frameworks. Industry Expertise: Extensive experience building forecasting tools, Big Data Analytics platforms, and simulation solutions, with deep domain knowledge in the Oil & Gas industry. Leadership & Team Building: Experienced in recruiting, mentoring, and managing teams of 15+ junior and senior data scientists, fostering a culture of innovation and continuous learning. Communication & Thought Leadership: Excellent presentation and storytelling skills, demonstrated through research seminars and SPE technical presentations.
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