4. Machine Learning Guide

This document describes the Lucy ML commands

• 4.1. Clean
  • Primary Arguments
  • Choose Columns
  • Empty Values
  • Bin Column
  • Other Preprocessing
  • Clean Examples
    • Input
    • Output
    • Task Order
    • Choose Columns
      • Keep Columns
      • Drop Columns
    • Empty Values
      • Drop Empty
      • Fill Empty
      • Fill Type
      • Fill Value
      • Fill Multiple Columns
    • Bin Column
    • Other Preprocessing
      • Normalize
      • Autoclean
• 4.2. Explore
  • Explore Arguments
    • Primary
    • Preprocessing
    • Data Insight Tasks
  • Explore Examples
    • Primary
      • Input/Output
      • C-Label
    • Preprocessing
      • Independents
      • Autoclean
    • Data Insight Tasks
      • Get Schema
      • Feature Importance
• 4.3. Learn
  • Primary Arguments
  • Preprocessing
  • Cluster
  • Classify
  • Regression
  • Learn Examples
    • Input
    • Output
    • Preprocessing
      • Dimension Reduction
      • Independents
      • Normalize
      • Autoclean
      • Cross-Validation
    • Clustering
      • K-Means
      • Mean Shift
    • Classification
      • Decision Tree Classifier
      • Random Forest
    • Regression
      • Linear Regression
      • Lasso Regression
      • Ridge Regression
      • Support Vector Regression
      • Decision Tree Regression
      • Random Forest Regression
      • Gaussian Process Regression
      • Logistic Regression
• 4.4. Predict
  • Primary Arguments
  • Predict Examples
    • Example Group 1
      • Example
• 4.5. Items
  • Primary Arguments
  • Example
  • Additional Notes: Updating the Items JSON
    • Adding Items
    • Adding Fields
• 4.6. Tasks
  • Primary Arguments
  • Tasks Examples
    • Input
    • Output
    • Example Learn/Explore Documents
    • Example Predict Documents
• 4.7. Examples
• 4.8. Appendix
  • Cross-Validation
    • Hold Out
    • Leave One Out
    • K-Fold
    • Stratified K-Fold