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 | ||
- 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