machine-learning

Practicing machine learning from scratch with Python 🐍

Topic	Author	GitHub	Notebooks	Article
Tutorial	Matteo Niccoli	"Predict" series
Facies classification (SEG 2016 contest)	SEG	GitHub
Facies classification (SEG 2016 contest)	Ryan Mardani	- Project - 4-part tutorial		4-part tutorial
Facies classification (FORCE 2020 contest)	FORCE	GitHub
Facies classification (FORCE 2020 contest)	Matteo Niccoli	EDA
Facies classification (FORCE 2020 contest)	Andy McDonald		EDA notebook	Towards Data Science
Unsupervised facies clustering			Notebook	Towards Data Science
Unsupervised geochemical clustering	Brendon Hall	GitHub
Stratigraphy classification	Petter Søland	Github

Applications in geoscience: good repo references to start

Ryan Mardani's facies classification with ML ok
Ryan Mardani's synthetic AI log from sonic log with ML
SEG 2017 ML contest ok
Brendon Hall's notebook on the SEG 2017 ML contest, classification with SVM ok
Matteo Niccoli's predict notebook compilation ok
Brendon Hall's geochemical facies analysis using unsupervised ML ok
FORCE 2020 Facies ML Challenge exploratory data analysis Notebook ok
FORCE 2020 Seismic ML Challenge by @blasscoc Notebook
Seismic fault interpretation deep learning Leocd Github
K-Means clustering for unsupervised facies typing, the article and Github ok
Automated stratigraphy classification thesis by Petter Søland from Pro Well Plan AS, in Github ok
ML for geospatial mining deposit data by Aviandito
(Advanced Level) Xinming Wu's fault extraction from seismic data
(Advanced Level) Braden Fitzgerald's automated well-log correlation
(Advanced Level) Jesper Dramsch' CNN for seismic facies classification
(Advanced Level) TGS Salt identification challenge in Kaggle
Michael Pyrcz
Paolo del'Aversana
John Hedengren online courses