Duration
5 days
Goals
This course will prepare you to:
- Understand predictive analytics concepts and approaches, as well as how they are implemented within the context of the SAP Predictive Analytics tool.
- Develop the ability to use Predictive Analytics within a Data Science project context.
- Be able to use automated analytics capabilities to build, score and implement classification, regression and time-series models.
- Use Data Manager to prepare and manipulate data to support modelling.
- Understand and implement Predictive Factory to import, build and schedule models.
- Build Social and Recommendation models
- Introduction to Expert Analytics and the Predictive Analytics Library (PAL)
Audience
- Application Consultant
- Business Analyst
- Program / Project Manager
- System Administrator
- Technology Consultant
Essential
- None
Recommended
- Basic statistical skills and a background in Business Analytics and Data Modelling
Content
- Introduction to the course
- Welcome introduction and agenda
- 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
- Classification Modeling with Automated Analytics
- Training a classification model
- Understanding model output
- Classification modelling with automated Analytics
- 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
- Regression Modeling with Automated Analytics
- Training a regression model
- Understanding model output
- Clustering with Automated Analytics
- Introduction to clustering and segmentation
- Target or no target?
- Building a segmentation
- Model debriefing
- Model apply
- Segmented models
- Time Series with Automated Analytics
- Training a time series
- Data Manager
- Data Preparation
- Data Manipulation
- Data Manager process and benefits
- Predictive Factory
Introduction
- Setup
- Building a model in Predictive Factory
- Importing models
- Scheduling models
- Segmented modelling
- Social and Recommendation
- Social
- Recommendation
- SAP Predictive Analytics Expert
- Expert Analytics
- SAP Cloud Platform Predictive Services
- PAL
Programme scope, delivery arrangements and suitability are confirmed during enquiry.