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Machine learning for Geophysical Applications


ONLINE LIVE STREAMING COURSE

5 Sessions in real time (approx 4 hrs/each session), July 19th to 23rd , 2021

 

The aim of the course is to introduce how Machine Learning (ML) is used in predicting fluids and lithology. It will give an understanding of the "workflows" used in ML. The used algorithms can be studied separately using references. Power-point presentations and videos will introduce various aspects of ML, but the emphasis is on computer-based exercises using open-source software.

Who should attend

All those interested in understanding the impact Machine Learning will have on the Geosciences and then as an example the impact on lithology and pore-fluid prediction. Hence, geologists, geophysicists, petrophysicists and engineers, involved in exploration and development of hydrocarbon or mineral resources.

A basic understanding of Geophysics and Statistics. A Pre-requirement quiz can be taken by participants to check whether their knowledge of Geophysics and Statistics is sufficient to follow the course.

Course content

The lectures and exercises deal with pre-conditioning the datasets (balancing the input classes, standardization & normalization of data) and applying several methods to classify the data: Bayes, Logistic, Multilayer Perceptron, Support Vector, Nearest Neighbour, AdaBoost, Trees. Non-linear Regression is used to predict porosity.

Learning, methods and tools

At the end of the course participants will have a clear idea how Machine learning, being part of Artificial Intelligence will impact the future of Geosciences. This will be evident from the examples of Machine Learning discussed and applied to the case of predicting lithology and pore fluids.

 
Instructors Jaap Mondt
Date 07/19/2021
Location Webinar
Duration 20 hours
Area Geology
Geophysics
Geosciences
Petrophysics

Level Intermediate
Price Course: USD 1300 + IVA

Instructors Jaap Mondt
Date 07/19/2021
Location Webinar
Duration 20 hours
Area Geology
Geophysics
Geosciences
Petrophysics

Level Intermediate
Price Course: USD 1300 + IVA

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