Machine Learning with SAS Viya

Chapter 12: Model Assessment and Deployment

Introduction

Model Assessment

Model Studio: Assessment

Cross Validation

Assessment Measures

Selecting Model Fit Statistics by Prediction Type

Response Rates Charts

Model Comparison

Model Studio: Model Comparison in

Demo 12.1: Comparing Multiple Models in a Single Pipeline

Demo 12.2: Comparing Multiple Models across Pipelines and Registering the Champion Model

Model Deployment

Scoring the Champion Model

Model Studio: Scoring

Demo 12.3: Exploring the Features for Scoring and Running a Scoring Test in Model Manager

Monitoring and Updating the Model

Champion-Challenger Testing

Quiz

Introduction

The concept of model deployment in machine learning refers to the application of a model for prediction using ...