Course Dates: Open-ended
Enrollment Dates: Enroll Anytime
Who can Enroll: Anyone
Course Language: English
Price: 
$390.00 (tax excl.)
Company-wide licenses are available. Please contact [email protected] for further information.

Course Syllabus

Machine Learning Essentials for Seismic Interpretation (without certification)
What you will learn:
  • Operation  - supervised and unsupervised learning; buzzwords; examples
  • Foundation  - seismic processing for ML; attribute selection list objectives; principal component analysis
  • Practice  - geobodies; below-tuning; fluid contacts; making predictions
  • Prediction - the best well; the best seismic processing; over-fitting; cross-validation; who makes the best predictions?
Each of these topics includes one or more examples and simple exercises to illustrate a principle where appropriate.

Operation

  • Supervised  and Unsupervised Learning
  • MLP; CNN; FCN; k-means; SOM
  • Attribute space classification

Foundation

  • Seismic Processing for Machine Learning
  • Attribute Selection List Objectives
  • Principal Component Analysis (PCA)

Practice

  • Geobodies
  • Geobody Classification
  • Below-Tuning
  • Fluid Contacts
  • Geobody Seismic Facies
  • Making Predictions

Prediction

  • The Best Well
  • The Best Seismic Processing
  • Over-Fitting
  • Cross-Validation
  • Who Makes the Best Predictions?
*Note: Publication image quality is available upon request, please contact [email protected] for additional information.

Course Structure

  • Machine Learning Operation
  • Machine Learning Foundation
  • Machine Learning Practice
  • Machine Learning Prediction

Instructors