PAII10 SAP Predictive Analytics

• Predictive Analytics
• Automated Analytics
• Classification Modelling with Automated Analytics
• Regression Modelling with Automated Analytics
• Clustering with Automated Analytics
• Time Series with Automated Analytics
• Data Manager
• Predictive Factory
• Social and Recommendation
• SAP Predictive Analytics Expert
• SAP Cloud Platform Predictive Services

Introduction to Predictive Analytics

• What is Predictive Analytics
• Introduction to SAP Predictive Analytics
• Predictive Analytics projects and CRISP-DM
• SAP Use Case examples

Foundations of Automated Analytics

• Introduction to SAP Automated Analytics
• Foundations
• Data Encoding
• Model Building
• Training a classification model
• Applying a model
• Understanding model output
• Understanding the confusion matrix
• Improving Predictive Power and Prediction Confidence
• Reducing number of variables
• Data deviation testing
• Advanced Functionality
• Advanced Data Description Functionality
• Training a regression model
• Introduction to clustering and segmentation
• Target or no target?
• Building a segmentation
• Model debriefing
• Model apply
• Segmented models
• Training a time series
• Data Preparation
• Data Manipulation
• Data Manager process and benefits
• Introduction
• Setup
• Building a model in Predictive Factory
• Importing models
• Scheduling models
• Segmented modelling
• Social
• Recommendation
• Expert Analytics
• PAL