SAP Predictive Analytics: An Overview and Roadmap. Charles Gadalla, SAP @cgadalla SESSION CODE: 603



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Transcription:

SAP Predictive Analytics: An Overview and Roadmap Charles Gadalla, SAP @cgadalla SESSION CODE: 603

Advanced Analytics SAP Vision Embed Smart Agile Analytics into Decision Processes to Deliver Business Impact Pervasive Predictive Analytics to a broad spectrum of users Standalone Beyond data scientist to business analysts and application developers; User-friendly interfaces and advanced data visualization; Self-service Operationalize predictive & optimization models across the enterprise: BI and Applications Embedding predictive into BI and Business processes; Leverage predictive with Industry and LoB Solutions Reduce Decision Latency with Advanced Analytics: Big Data solutions on Hana and other Platforms In-database in-memory predictive; Harnessing power of big data by mining unstructured data, Enterpriseready; Seamless integration with 3 rd Party and Open- Source (Hadoop, R); Cloud or On-Premise

Predictive Analysis / KXEN Integrated Roadmap Overview KXEN ATS Release (based on 6.5.4) Current stable KXEN standalone with SAP Branding ATS - Targeted for Dec 6* SAP Predictive Analysis PA 1.14 HTML 5 UI Lumira re-integration ATS + 1 (new features) KXEN standalone Geolocation Hadoop/Hive + Improved Regression KXEN PA 1.2+ KXEN Modeler modules integrated into Predict tab ATS + 2 (FINAL RELEASE) IFL (InfiniteInsight Function Library) Maintenance mode IFL PA 1.3+ KXEN Modeler integrated KXEN Explorer primary use cases integrated KXEN Factory TBD *may be subject to change + Release numbers subject to change

Product Roadmap PA: PA: PA: PA: InfiniteInsight nodes Train test validate SVM PAL node Lumira market place infrastructure support Knowledge Transfer PAL support Improvement Model evaluation and comparison/selection Model management Exporting HANA views (convergence AFM) Ensemble modeling InfiniteInsight/PA: InfiniteInsight: Language Pack HANA support Geoloc integration Hadoop/Hive support Multi-thread support Improved regression SSO (Kerberos) InfiniteInsight: HANA Light support Cloud edition Business Analyst Data Scientist InfiniteInsight/PA: First version of IFL First version of SAP UI5 UI for II and Factory Improved algorithm scalability Improved IFL Improved SAP UI5 UI Integration of Explorer, Recommendations, and Social Profile Based analytics Convergence Semantic Layer Hadoop tighter integration

Imagine the Business Potential PUBLIC SECTOR MANUFA CTURING RETAIL CPG HEALTHC ARE BANKING UTILITIES TELCO 25+ Industries MARKETI NG SALES :-) FINANCE Brand Sentiment Predictive Maintenance Network Optimization Insider Threats HR OPERATI ONS SERVICE Asset Tracking Personalized Care Product Recommendation Risk Mitigation, Real-time IT SUPPLY CHAIN FRAUD / RISK Propensity to Churn Real-time Demand/ Supply Forecast 360 O Customer View Fraud Detection 11+ LoB

SAP Solutions for the Entire Spectrum of Users No Low High Level Of Skill Set - Analytics Business Users & LOB Business Analysts Data Scientist Embedded Analytics 97 % Industry & Business 3 % Custom >0.1 % Process Analytics Analytics SAP Lumira SAP InfiniteInsight (KXEN) SAP Predictive Analysis SAP PAL SAP ADVANCED ANALYTICS R Integration

Advanced Analytics Solutions from SAP SAP Predictive Analytics SAP Lumira SAP InfiniteInsight (KXEN) SAP Predictive Analysis + R Integratio n SAP HANA Search Rules Engine Text Mining Predictive Analysis Library Business Function Library Spatial

SAP Lumira Provides the freedom to understand your data, personalize it, and create beautiful content Download and install on your desktop in less than 5 minutes Insight from many data sources Combine, manipulate, and enrich data to apply it to your business scenarios Self-service visualizations and analytics to tell your story Optimized for SAP HANA for real time on detailed data

SAP Predictive Analysis Provide Data Scientist and Business Analysts with sophisticated algorithms to take the next step in understanding their business and modeling outcomes Perform statistical analysis on your data to understand trends and detect outliers in your business Build models and apply to scenarios to forecast potential future outcomes Breadth of connectivity to access almost any data Optimized for SAP HANA to support huge data volumes and in-memory processing

SAP InfiniteInsight Provide Business analysts and Data scientists with a fully automated process Data preparation Create 1000 s of derived attributes Define metadata once Builds analytic dataset automatically Predictive modeling / Data mining Regression / Classification Segmentation Forecasting Association rules Social Network Analysis Advanced model deployment and management

SAP HANA - Predictive Analysis Library (PAL) Build High Performance Predictive Apps The Predictive Analysis Library (PAL) is a built-in C++ library to perform inmemory data mining and statistical calculations, designed to provide high performance on large data sets. Hadoop/ Sybase IQ, Sybase ASE, Teradata Spatial, Machine, Real-time data SAP HANA Main Memory Virtual Tables Text Analysis SQL Script Optimized Query Plan PAL KNN classification K- means ABC classificatio n Weighted score tables Regressio n C4.5 decision tree Associate analysis: market basket The Predictive Analysis Library provides high performance analytic algorithms aimed for real-time analytics Spatial Data R-scripts Unstructured R-Engine HANA Studio/AFM, Apps & Tools Currently over 60+ algorithms and many in pipeline for future roadmap

Embedding R scripts within the SAP HANA database execution R Integration Adoption by the market R - Integration with SAP Predictive Analysis Drag and Drop No Coding Custom R Algorithms Programming Access to over 5000+ algorithms and packages More algorithms and packages than SAS + SPSS + Statsoft

Questions Charles Gadalla @cgadalla

THANK YOU FOR PARTICIPATING Please provide feedback on this session by completing a short survey via the event mobile application. SESSION CODE: 603 For ongoing education on this area of focus, visit www.asug.com