Silas: Overview

Silas is a command line application featuring the tools to train, audit and introspect binary classifiers built from tabular data. It is FREE for non-commercial use only.

It is a spin-off of a more comprehensive data analytics framework named Silas.

Get started with a simple tutorial now!

See the technical overview slides.

Cite us. Towards Dependable and Explainable Machine Learning Using Automated Reasoning. ICFEM 2018.

Contents:

• Introducing Silas
• Downloads
• Installation and Setup
  • Install Silas
  • Set Environment Variable
• Tutorials
  • Basic Tutorial
  • Advanced Tutorial
• Silas Machine Learning
  • Preparations and Settings
  • Training and Testing/Validation
  • Grid Search
  • Prediction
• Silas Model Insight
  • Introspecting Models
  • Explaining Predictions
• Silas Model Audit
  • Verifying Models
  • Enforcement Learning
• Command Index
• Technical Papers
  • Slides
  • Short Papers
  • Full Papers
• FAQ
• Glossary
  • Attribute
  • Feature
  • Instance
  • Metadata
  • Data sanitisation
  • Nary
  • Introspect