Tutorial: Machine learning models for geoscience
Channel: Software Underground
Date: 25/04/2022

Thomas Ostersen & Tom Carmichael

What you'll need:
- Slack channel: #t22-mon-ml-models (visit https://softwareunderground.org/slack to join)
- Tutorial repository (data and notebooks): https://github.com/Solve-Geosolutions/transform_2022
Timestamps:
0:00:00 Start of live stream
3:25 Tasmanian tin-tungsten deposits
6:37 Mineral prospectivity mapping workflow
8:44 Accessing the notebook & data
9:20 Load and inspect data sets
27:20 Combine data sets to build arrays for model training
30:50 Train a random forest classifier, visualize results and evaluate the performance 
49:30 Develop a checkerboard data selection procedure
1:04:30 Investigate occurrence holdout models with a spatially clustered approach
1:36:20 Questions