Welcome to mineralML’s documentation!

Contents

• Introduction and Citation
• Collaborators
• Minerals
• Chemistry
• Units
• Installation & Updating
  • Installation
  • Updating
• Importing Package
• Importing Data
• Data Import Complete
• Submitting data
• FAQs and Troubleshooting
• Change Log
  • Version 0.0.0.6
  • Version 0.0.0.5
  • Version 0.0.0.4
  • Version 0.0.0.3
  • Version 0.0.0.2
  • Version 0.0.0.1
  • Version 0.0.0.0

Applying Trained ML Models

• I. Supervised Machine Learning (Bayesian Neural Networks with Variational Inference)
  • Load and prepare data for analysis
  • Apply the trained neural network
  • Examine the predicted mineral classifications
• II. Unsupervised Machine Learning (Autoencoders and Clustering)
  • Prepare data for analysis
  • Apply the trained autoencoder
  • Examine the latent variables and predicted mineral classifications
  • Plot latent space

Detailed Code Documentation

• Building-block functions
  • mineralML Documentation
  • Core Functions
  • Supervised Machine Learning Functions
  • Unsupervised Machine Learning Functions
  • Stoichiometric Functions
  • Confusion Matrix Functions

References

• References