Building Components

Table of Contents

• Introducing Components
  • First Steps
  • Run Component
  • Reloading and Extending the Component
  • Environment Variables
• Building for Feature Selection
  • Setting Up
  • Adding Select Actions
  • Features of Interest
  • Run Component
  • Ordering the Actions of a Component
  • Run Ordered Actions
  • Include a Run Book
• Building for Feature Engineering
  • Setting Up
  • Engineering the Features
  • Run Component
  • Imputation
  • Include a Run Book
• Building a Controller
  • Setting Up
  • Add Components
  • Report
  • Run Controller Pipeline
• Adding Variable Transformers
  • Components Used
  • Dimensionality Reduction
  • Missing data imputation
  • Categorical encoding
  • Discretisation
  • Outlier capping or removal
  • Feature Scaling
  • Variable transformation
• Enrich and Report a Component
  • Reports: Citing the Data
  • Reports: Data Veracity and Insight
  • Reports: Observing Intent
  • Reports: Data Analysis
  • Reports: Adding Information of Interest
• Building for Models
  • Setting Up
  • Synthetic Binary Classification
  • Discovery
  • Prediction