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Machine Learning

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Machine Learning for SAP

 

Machine learning enables computers to learn from large amounts of data without being explicitly programmed. With machine learning, you can now build intelligent business apps that can augment and automate repetitive tasks, optimize business operations and be easily integrated and consumed across your organization.
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New to Machine Learning?

Learn how to apply Machine Learning to make intelligent applications.

SAP Leonardo Machine Learning Foundation

Intelligent services on the SAP Leonardo Machine Learning Foundation offer instantly consumable APIs that help you get more out of your data and extract knowledge that was previously inaccessible to your applications.

SAP HANA, Advanced Analytics

With the SAP HANA platform, you can get real time insights using one of the numerous algorithms and leveraging  all your structured or unstructured content, geospatial, time series and graph data.

SAP Predictive service

With the "ready to use" REST API,  you can now deliver instant insights into your applications leveraging your data stored in the cloud.

SAP Predictive Analytics

Deliver cutting-edge advanced analytics capabilities into your applications and improve performance across all lines of business.

SAP HANA Text Analysis Services on the SAP API Business Hub

Available on the SAP API Business Hub, you can leverage natural-language processing services to gain new insights from any unstructured text sources. You can transform unstructured text into structured information by identifying entity types, languages, detect sentiments with individual topics in texts, and more.

SAP HANA Spatial Services on the SAP API Business Hub

Available on the SAP API business Hub, you can analyze satellite imagery by making simple REST calls. The service provides a search mechanism for finding an image of interest, and use it to extract specific information such as an NDVI (Normalized Difference Vegetation Index) or browse through a catalog of historical and real-time satellite images. 

Under the hood: Machine Learning

Architecture diagram coming soon

Summary matrix

Machine Learning Capabilities  
Image Classification Determine the probability for a given image to match any of a pre-defined image catalog. This capability is available through the SAP Leonardo Machine Learning Foundation. 
Face, Human and Object Detection Detect faces, people or predefined objects in a given image. This capability is available through the SAP Leonardo Machine Learning Foundation.  
Documents, Faces and Images Similarity Scoring Compare and score the similarity of extracted vector of features from any given image, face or document. This capability is available through the SAP Leonardo Machine Learning Foundation.
Classification and Regression Generates probability or score models based on patterns detected on a dataset and provide information on the detected pattern: feature engineering and selection, feature contributions and correlations, outliers, etc. This capability is available through SAP HANA, SAP Predictive Analytics and SAP Cloud Platform Predictive service.
Time Series Forecasting Generates signal forecast models based on patterns detected on a series dataset and provide information on the detected pattern: trends, cycles, fluctuations, outliers. This capability is available through SAP HANA, SAP Predictive Analytics and SAP Cloud Platform Predictive service.
Recommendations Enable "transaction" analysis or "market basket" and provide the "next best items". This capability is available through SAP HANA, SAP Predictive Analytics, SAP Cloud Platform Predictive service.
Clustering Groups similar entities into homogeneous based on their characteristics. This capability is available through SAP HANA, SAP Predictive Analytics, SAP Cloud Platform Predictive service.
Topic Detection Extract topics from documents and scores them according to the most relevant topics. This capability is available through the SAP Leonardo Machine Learning Foundation. This capability is available through the SAP Leonardo Machine Learning Foundation and SAP HANA cloud microservices.
Entity and Fact Extraction Eliminate 'noise' in unstructured text sources by highlighting salient information, detecting sentiments with individual topics, track enterprise or public sector events. This capability is available through SAP HANA cloud microservices.  
Translation Translate texts into the languages supported by the SAP Translation Hub Translation Service. This capability is available through the SAP Leonardo Machine Learning Foundation.
Language Identification Identify the language of an input text or document. This capability is available through the SAP Leonardo Machine Learning Foundation and SAP HANA cloud microservices.
Linguistic Analysis Advanced natural language processing capabilities: segmentation, stemming and tagging. This capability is available through the SAP Leonardo Machine Learning Foundation and SAP HANA cloud microservices.
Spatial Analytics
Develop powerful analysis and presentation of your spatial data. This capability is available through SAP HANA and SAP HANA cloud microservices.

Try it now

SAP Leonardo Machine Learning Foundation

Get your hands on the SAP Leonardo Machine Learning Foundation services available on the SAP API Business Hub and start making your applications intelligent with image, video, text, and tabular APIs.

Implement a series of SAP Leonardo Machine Learning services with:

SAP predictive service

Get your SAP Cloud Platform free trial account, create your first SAP HANA instance and use it to store your data and test the SAP Cloud Platform, predictive services.

SAP HANA Spatial and Text services on the SAP API Business Hub

Consume SAP HANA Spatial and Text Analytics cloud based services and APIs available for trial (and production use) into your application.

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