Machine Learning Patterns, Mechanisms



Machine Learning Patterns and Mechanisms

This resource catalog is published by Arcitura Education in support of the Machine Learning Specialist Certification program. These patterns and mechanisms were developed for official Machine Learning Specialist courses.  (Note that this site is still undergoing improvements. Please provide feedback or report issues to ).

To learn more about the Arcitura Machine Learning Specialist Certification program, visit:

    • Data Exploration Patterns
      • Central Tendency Computation
      • Variability Computation
      • Associativity Computation
      • Graphical Summary Computation
    • Data Reduction Patterns
      • Feature Selection
      • Feature Extraction
    • Data Wrangling Patterns
      • Feature Imputation
      • Feature Encoding
      • Feature Discretization
      • Feature Standardization
    • Supervised Learning Patterns
      • Numerical Prediction
      • Category Prediction
    • Model Evaluation Patterns
      • Training Performance Evaluation
      • Prediction Performance Evaluation
      • Baseline Modeling
    • Model Optimization Patterns
      • Ensemble Learning
      • Frequent Model Retraining
      • Lightweight Model Implementation
      • Incremental Model Learning
    • Mechanisms
      • Storage Device
      • Processing Engine
      • Resource Manager
      • Data Transfer Engine
      • Query Engine
      • Analytics Engine
      • Workflow Engine
      • Visualization Engine
      • Data Governance Manager