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/