Examples

• binary classification example - titanic dataset
  • data analysis
  • offline pipeline - feature selection
  • pipeline optimization
  • model evaluation
  • production pipeline & model
  • per-sample bechmarking
• multiclass classification example - SF crime dataset
  • data analysis
  • offline pipeline - feature selection
  • pipeline optimization
  • model evaluation
  • production pipeline & model
  • per-sample bechmarking
• regression example - house price dataset
  • data analysis
  • offline pipeline - feature selection
  • pipeline optimization
  • model evaluation
  • production pipeline & model
  • per-sample bechmarking
• pipeline templates
  • data cleaning
  • datetime feature generation
  • polynomial object features
  • feature selection
• comparison between Pandas, Dask, and Koalas
  • pipeline
  • Pandas pipeline
  • Dask pipeline
  • Koalas pipeline
  • check results match

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binary classification example - titanic dataset