Machine Learning and Data Management in the Oil and Gas Industry


Machine Learning and Data Management in the Oil and Gas Industry

Machine Learning and Data Management in the Oil and Gas Industry
20 - 24 أبريل 2025
Dubai, الإمارات العربية المتحدة
الإمارات العربية المتحدة

What are the Goals?

  • Learn to identify the impact of data quality and data management on success of oil and gas enterprise
  • Acquire the knowledge about data management framework across the enterprises
  • Identify the machine learning algorithms applied within the oil and gas industry
  • Learn how to gather, transform and use the spatial, seismic, production and other data
  • Identify the relations between the master data management process optimization

Who is this Training Course for?

  • Petroleum Data Analysts
  • CEOs, CIOs, COOs
  • Systems Analysts
  • Programmers
  • Data Analysts
  • Database Administrators
  • Project Leaders
  • Software Engineers

Daily Agenda

Day One: Data gathering and data quality within oil and gas industry

  • Data sources
  • Data rules for well identification and classification
  • PPDM data model
  • Geospatial data storage, analysis and use
  • Machine learning in geospatial data

Day Two: Machine learning in oil and gas industry

  • Machine learning algorithms
  • Python programming
  • R programming
  • Use of existing software and its combination with Python and R
  • Tensorflow

Day Three: Areas where machine learning can be implemented within oil and gas industry

  • Forecasting
  • Anomaly detection
  • Process control
  • Optimization
  • Maintenance
  • HSE
  • Other areas

Day Four: Data collection and analysis using machine learning

  • Data from SCADA
  • Data from sensors
  • Data from ECM
  • Data visualization
  • Data Analytics techniques for immediate insights

Day Five: Technologies in use

  • Digital core
  • Digital oilfield
  • Machine learning in predictive maintenance
  • Use of soft sensors
  • Example cases and way forward


الوقت والتاريخ
الأحد، 20 أبريل 2025
البداية - 10:00 ص (Asia/Kuwait)
الخميس، 24 أبريل 2025
النهاية - 10:30 ص (Asia/Kuwait)

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