9 simple hints of ML systems

  • Check your code
  • Check your data
  • Examine your features
  • Examine your data points
  • Examine your model
  • Watch out for overfitting
  • Watch out for data leakage
  • Watch out for covariate shift
  • Remember monitoring & maintenance