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Chapters 21-23 (Chapter 23: Create Model Monitoring and Maintenance (tells…
Chapters 21-23
Chapter 23: Create Model Monitoring and Maintenance
tells others what to do in the event of changes in the environment that hurt the effectiveness of the model
in the form of potential problems, new strategies
fails- if a column is removed from the prediction dataset
summarize early detections of problems
Chapter 21: Setting up a Prediction System
decision point where data is available, model is given the data on that event
Retrain Model
to improve predictability
possibly with new models
Choose Development Strategy
drag/ drop, application programming interface,DR prime, batch,
in-place Spark
all different formulas, are used for model scoring
Chapter 22: Document Modeling Process for Reproducibility
Model Documentation
basically articulating how you figured out/ trained the model
also document how new processes work/ are maintained
also have to document all steps made in DataRobot
ex. metrics, used, data changed, optimization techniques