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
Attendees will be able to implement the following skills:
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.
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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
IFPT Account
