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 Wrangling Patterns
      • Feature Imputation
      • Feature Encoding
      • Feature Discretization
      • Feature Standardization
    • Model Optimization Patterns
      • Ensemble Learning
      • Frequent Model Retraining
      • Lightweight Model Implementation
      • Incremental Model Learning
    • Mechanisms