Data Management & Data Science Final Project

DMDAPRJ-EN-P

Who should attend?

  • This module consists in 10-day workshops and hands-on project to apply data management and data science concepts to E&P real-case data. The objective is to mimic usual situations in E&P companies that could involve data management and data science, and to create/develop models in E&P domains (seismic, geology…) to enhance decision-making processes in a short time.
  • Working on several workshops, the trainees have to solve issues like how to organize the E&P data acquired in a data room? How to assess data quality? Can Artificial Intelligence help? How would supervised or unsupervised AI helps for seismic interpretation?
Public :
  • This training has been designed for O&G professionals who want to have a practical experience of data management and data analytics. This module is part of the IFP Training’s Data Management and Data Science for E&P operations graduate certification.

Level :Awareness

Prerequisite :
  • No pre-requisistes are necessary to follow this course.

Course Content

    Week 1
  • APPLIED DATA MANAGEMENT

      • Data reception.
      • Data Quality quantitative evaluation.
  • TEXT ANALYSIS: EXTRACTING INFORMATION FROM WELL REPORTS & LOGS

      • Selecting a training, a benchmarking and a blindtest data set.
      • Labelling the training set.
      • Building information detection models.
      • Benchmarking the models and defining a strategy to improve them.
      • Improving the models.
      • Blind testing.
      • Exporting the detected data.
    Week 2
  • INTERPRETING A 3D SEISMIC CUBE USING A SEMI-SUPERVISED MODEL

      • Loading a SEGY file.
      • Automatic horizons interpretation.
      • Automatic faults interpretation.
      • Exporting faults and horizons.
  • FINAL PROJECT PRESENTATION

Learning Objectives

  • Upon completion of the module, participants will be able to:
  • Explore a set of PDF documents,
  • Receive and evaluate external data to be used in a project,
  • Train a model to extract information from PDF documents,
  • Benchmark the created models,
  • Export the information,
  • Load a 3D seismic data set,
  • Apply a semi supervised model to detect horizons and faults,
  • Export the results.

Ways & Means

  • Interactive workshops and final project with presentation.

More

Coordinator :IFP Training trainers (permanent or contracted) having a good expertise and/or experience of the related topics, trained to adult teaching methods, and whose competencies are kept up-to-date.

To French entities : IFP Training is referenced to DataDock ; you may contact your OPCO about potential funding. Please contact our disabled persons referent to check the accessibility of this training program : referent.handicap@ifptraining.com