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This is a recording of the Machine Learning Webinars: Theory, Part 1: Introduction presentation by dGB Earth Sciences' dr. Paul de Groot. For more information about the upcoming Machine Learning plugin for OpendTect 6.6 please see dgbes.com/index.php/software/plugins/machine-learning or contact info@dgbes.com Keywords: Shallow Neural Networks, Multi-Layer-Perceptrons, UVQ, Unsupervised Vector Quantizer, Deep Networks, ChimneyCube, Seismic facies detection, SynthRock, Python, TensorFlow, Keras, Scikit Learn, Fault prediction, U-Net, Seismic-to-Well, Random Forest, XGBoost, Bokeh