Gain new insights from advanced analytical processing in SAP HANA
Leverage our in-memory advanced analytical processing capabilities – text, predictive, spatial, event streams, and time series – to build intelligent applications that provide deeper insights at unprecedented speed. And take advantage of predictive analytics, data mining, text analysis, and more.
Machine Learning and Predictive Analytics
How to transform data into insights with Machine Learning
SAP HANA offers an end-to-end solution for developing and deploying high-value predictive analytics and machine learning programs. The machine learning capabilities in SAP HANA enable data scientists and application developers to build, train, and manage machine learning models, where data is persisted.
Gain support for a variety of data types with the ability to analyze high speed event streams from sensors, and other sources – combine your static and streaming data to build machine learning algorithms that predict in real-time with the ability to scale for large data sets.
Combined with the ability to analyze any type of data and seamlessly integrate with Hadoop, R, and SAS – leverage 90+ native machine learning algorithms, and extension capabilities via open source R integration, or custom develop algorithms in C++ using a SDK.
Integrate models into apps written on SAP HANA or deployed into SAP HANA Smart Data Streaming for real-time predictions on streaming data. SAP Predictive Analytics ensures models perform as expected, and can be re-trained as needed.
Learn approaches on making the move to analytics powered by machine learning – improve your productivity by automating processes, optimizing recommendations, and uncovering new opportunities, risks, and trends.
Spatial processing with SAP HANA allows you to process and analyze massive amounts of spatial data in real time to reveal new patterns and trends, adding a valuable spatial dimension to business data. SAP HANA includes a multilayered spatial engine and supports spatial columns, spatial access methods, and spatial reference systems. With these enhanced GIS features, SAP HANA provides a single database for both your business and spatial data.
With unified modeling, you can enrich business data with geographical information to answer a new set of business questions in real time. Learn how the SAP HANA platform delivers a native spatial processing engine, content, and services – enabling you to get new location-based intelligence.
See how reinsurer Munich Re is currently leveraging geospatial satellite data provided by the European Space Agency through the Earth Observation Analysis service, a cloud service powered by the SAP HANA platform. The service enables Munich Re to more accurately calculate costs and risks related to wildfires – and even gain insights into the future probability of wildfires.
Discover how you can use spatial analysis functionality in SAP HANA to analyze disparate business, customer, and location-based data sources, helping you make smarter and faster decisions, save time and money, and increase revenue.
Harness the value of all your business data. With SAP HANA, you can perform text analysis, text mining, and search to discover new insights from unstructured documents. And, when you process both structured and unstructured data in one platform, you can gain broader, contextual insights to improve decision making while benefiting from less data duplication and movement.
Unlock text hidden in almost any enterprise file format with automated document filtering. When text is processed, SAP HANA gives structure to unstructured text by applying linguistic markup and extracting core entities such as people, organizations, or dates. SAP HANA also classifies relationships among entities for sentiment analysis.
Make semantic determinations about the overall content of documents relative to other documents. Use text mining functions to detect patterns, identify key terms, or categorize documents.
Perform full-text or fuzzy search much like you would when searching on the Internet to discover key information. Use a full-text index to pre-process text linguistically, using techniques such as tokenization, word stemming, and normalization.
Measure data over time to discover trends that can save you time and money. With SAP HANA series data processing, you can efficiently process large volumes of series data in conjunction with business data to assess business impact. Whether you are monitoring price fluctuations, season patterns, machine efficiency, energy consumption, or network flow, the ability to monitor data over time lets you discover and exploit patterns to your competitive advantage.
Gain insight from event streams in real time – with a highly scalable processing engine in the SAP HANA platform that allows you to capture, analyze, and act on information streaming in from many sources. With SAP HANA smart data streaming, you can identify emerging threats and opportunities as they happen, and respond immediately. Streaming data is continuously compared and correlated to data in the SAP HANA database, so your business can detect anomalies in real time and act accordingly.
Dynamically uncover valuable insight from interconnected data
Unlock new possibilities by exploring the relationships among people, places, and things. SAP HANA graph data processing allows you to model and analyze the complex reality of highly connected data, using a familiar relational database. Gain access to intuitive modeling and visualization tools to easily create and navigate graphs, uncover patterns, calculate shortest paths, and understand relationships. With built-in graph algorithms you can easily create innovative applications that open new opportunities for your business. And because graph data processing is part of the SAP HANA platform, your data is always secure and available.