0810 waldeland An Introduction From Traditional Machine Learning to Deep Learning

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2019 Force Symposium machine learning and subsurface data

Machine learning is a powerful tool for automating tasks and analyzing large amounts of data. In recent years the techniques have become increasingly more mature and we have seen several successful applications with subsurface data.

This talk will introduce the main principles behind machine learning and in particular deep learning, aimed at non-experts in the field. We will also touch some of the pitfalls and fundamental limitations of machine learning.

This is illustrated with examples from current and previous image analysis projects at The Norwegian Computing Center. We will among other things, see how machine learning can be used to map monitor forest growth in Africa, find cultural heritages in LIDAR data and inspect bridges with drones
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