Practicing machine learning from scratch with Python 🐍

• 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

• Seismic Facies Identification Challenge by SEAM (SEG Advanced Modeling): Github
• FORCE 2020
• Unearthed Australia
• SPWLA DDA
• TGS Salt Identification
• Facies Classification Challenge by SEG and Agile 2017

• Jason Brownlee's Machine Learning Mastery
• Youtube channels: Weight and Biases, Python Engineer, sentdex
• https://www.ritchieng.com/

• Youtube: Weight and Biases, 3blue1brown
• http://neuralnetworksanddeeplearning.com
• Lex Fridman's Github page MIT DeepLearning