GitHub - MadsLorentzen/Leo_geoscience-ML-tutorial: Some simple tutorials about machine learning / deep learning / optimization in geosciences.

geoscience-ML-tutorial

Some simple tutorials about machine learning / deep learning / optimization in geosciences.

You can also run it online using Google's Colab here:

Colab's link	Description
Link	Seismic Fault Classification using CNN Part 1
Link	Seismic Fault Classification using CNN Part 2
Link	Seismic Facies Identification ( SEAM AI x Aicrowd Challenges Part 1)
Link	Seismic Facies Identification ( SEAM AI x Aicrowd Challenges Part 2)
Link	Petrography Mineral Classification
Link	Seismic Event Detection (Seismology / Passive Seismic)

Citation :

Leo Cahya Dinendra, Geoscience ML tutorial, (2020), GitHub repository, https://github.com/leocd91/geoscience-ML-tutorial/

Name		Name	Last commit message	Last commit date
Latest commit History 12 Commits
01_Seismic_Fault_Classification_DeepLearning_Synthetic.ipynb		01_Seismic_Fault_Classification_DeepLearning_Synthetic.ipynb
02_Seismic_Fault_Classification_DeepLearning_Field.ipynb		02_Seismic_Fault_Classification_DeepLearning_Field.ipynb
03_Seismic_Facies_Identification_Challenge.ipynb		03_Seismic_Facies_Identification_Challenge.ipynb
04_Seismic_Facies_Identification_Challenge_Round2_UsingArgus.ipynb		04_Seismic_Facies_Identification_Challenge_Round2_UsingArgus.ipynb
05_Mineral_Petrography_Classification.ipynb		05_Mineral_Petrography_Classification.ipynb
06_Seismic_Event_Detection_(Seismology_Passive_Seismic).ipynb		06_Seismic_Event_Detection_(Seismology_Passive_Seismic).ipynb
LICENSE		LICENSE
README.md		README.md