Model-specific

• For linear models and generalized linear models
  • qq-plots
  • Diagnostic plots
  • Tests for model structure
  • Tools for identification of outliers
• For random forest and boosting
  • Out-of-bag method of evaluating performance
  • Variable importance
  • Possible interactions
• For neural networks
  • Layer-wise relevance propagation technique
  • Saliency maps technique