Data Science & Machine Learning for Petroleum Engineers and Geoscientists
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This workshop equips petroleum engineers and geoscientists with practical knowledge of data science and machine learning applications in the energy sector. Through industry-relevant examples, participants will learn how advanced analytics can be applied to reservoir characterization, production optimization, and operational forecasting.
Workshop Objectives
• Understand core data science and machine learning concepts relevant to petroleum applications.
• Apply statistical and computational techniques to subsurface and production data.
• Build predictive models to support exploration, reservoir management, and operational decision-making.
• Enhance technical workflows by integrating modern data-driven approaches with traditional engineering and geoscience practices.
About the Presenter
Led by a professional in petroleum engineering, geoscience, and data analytics, the workshop bridges technical depth with practical application. The presenter draws on years of industry experience to guide participants in applying data science and machine learning tools to real-world oil and gas challenges.
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From Voume to Value
This 2-hour live workshop shows you how oil and gas assets are valued and how that valuation drives real investment decisions. The focus is on the working method used inside E&P companies — the actual process that determines whether a project gets funded.You'll build an economic model in Excel from the ground up, starting with a production profile and ending with the metrics that decide a project's future: NPV, IRR, payback period, and economic life. Along the way you'll see how each input — oil price, capital cost, operating cost, and fiscal terms — shapes the outcome, and how the two main global fiscal systems (concessions and Production Sharing Contracts) change the economics of the same barrel.The session is led by Mark Cook, SPE Distinguished Lecturer and published author, and is built around real Excel models you can follow during the workshop and keep afterward.By the end, you'll understand how a barrel of oil becomes a dollar of value, and how companies decide which projects to back at Final Investment Decision.Format: 2 hours, live on Zoom (with a short break)Date: 13 July 2026 — 9:00 PM Indian Time / 4:30 PM UK TimeTrainer: Mark Cook, Delta-T Energy Consultancy — SPE Distinguished LecturerAll content in this session is copyrighted by Mark Cook. Access to recordings, slides, and the Excel workbook is provided exclusively through this platform. Any unauthorized use, reproduction, or distribution outside the portal is strictly prohibited and may result in legal action under applicable laws.Recordings, slides, Excel workbook, and certificates will be provided within one business day after the event is completed.