The adoption of machine learning within the petrophysics domain has increased greatly over the past decade. This short presentation looks at what Machine Learning is and how it is being applied to petrophysics.

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#petrophysics #machinelearning #geoscience

Chapters
0:00 Introduction
1:19 Where Does Machine Learning Fit In?
2:28 Machine Learning vs Traditional Programming
3:06 Petrophysics and Machine Learning Publications (20102021)
4:04 Machine Learning Types
6:34 Applications of Machine Learning to Petrophysics
7:29 Outlier Detection
9:14 Well Log Repair
10:08 Well Log Normalisation
12:19 Missing Data Prediction
14:12 Well Log Correlation
14:56 Depth Alignment
15:54 Continuous Data From Discrete Data
17:31 Facies Classification (Unsupervised)
18:50 Petrophysical Property Prediction