SAP Leonardo Machine Learning Foundation Features

Our enterprise-grade, cloud-based platform for machine learning enables simple consumption and tight integration with SAP software.

Custom Machine Learning Models

Customize existing machine learning models with your own data or train and serve your own custom models.

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Bring your own model

If you have your own TensorFlow model you can easily import and deploy it on the SAP Leonardo Machine Learning Foundation. Once you have done this, you can publish your model as a web service and serve it for queries. SAP’s scalable, reliable and secure platform allows you to run your machine learning models in enterprise scenarios as well as serve critical business processes.

Customizable models

Pretrained machine learning (ML) services are a quick way to get started, but sometimes you might need an extra level of adaption. If this is the case, the customizable ML services are just right. You can easily tune existing models with your own training data and create custom models – classifying text contents or images, for example. All this can be done without special data science or ML knowledge.

Train your own model

Training machine learning models, especially for deep learning, often require powerful hardware. Use our cloud-based training service to train your custom machine learning models with your own data, without having to invest in dedicated, specialized hardware. Leverage the infrastructure of your choice with low-level CPU compute nodes or high-end GPU nodes.

Image Processing Services

Exploit visual content in pictures and photos. By making images searchable, a computer can automatically detect what is shown in pictures or find similar images.

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Image classification

Use a prebuilt image classification model to analyze and tag pictures with generic categories, such as car or food types, or electronic products. Easily create your custom image classification based on your data. This enables the recognition of objects of your choice such as products or spare parts.

Image object detection

Create a custom image object detection to recognize and locate your objects of interest in pictures. It also provides two prebuilt models for detecting faces and humans.

Image feature extraction

Tailor image feature extraction to recognize fine-grained patterns, such as shapes or contours, in images. This service includes prebuilt models for generic images and facial recognition. You can use the results generated for searches or for finding pictures with similar content.

Optical character and scene text recognition

Process document scans and extract text and number data using optical character recognition (OCR). Extract the same information from images with arbitrary fonts, colors, or text orientation using scene text recognition technology.

Document information extraction

Enter information into business applications faster by automatically extracting structured information from unstructured documents. Process invoice documents to automatically obtain relevant key information, including invoice date, supplier name, and total invoice amount.

Text Processing Services

Translate and analyze natural language content that is stored in documents, Web sites, or e-mails and reveal its meaning.

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Topic detection

Extract topics and keywords from documents and assign the documents to the most relevant topics.

Text and document classification

Use custom text data to create your own text classification service. For example, you can create a service to recognize the sentiment of product reviews or to assess the relevancy of legal documents or research papers.

Text feature extraction

Represent the content of a text document as a vector that can be used for retrieving similar documents.

Language detection

Leverage text recognition technology that detects the language of specific text.

Translation

Translate text into different languages. This is especially suited for SAP-related content such as software documentation, manuals or user interfaces to provide accurate terminology.

Hierarchy matching

Match and classify new data records automatically to enable more efficient, higher-quality master data management. Use it to make predictions for complex data fields, such as commodity codes for goods.

Speech Processing Services

Establish two-way speech processing capabilities that enable speech-to-text transcription and synthesis.

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Speech-to-text services

Power voice control for digital assistants or transcribe call center conversations or phone calls
Convert spoken language in videos into text to simplify search and management of contents
Recognize more than 100 languages and variants
Support real-time recognition of audio streams

Text-to-speech services

Promote natural interactions between human users and software
Use easy-to-use APIs to enable voice and natural language experiences
Pick the most suitable voice from a range of more than 30 voices in 14 languages and variants
Generate high-fidelity audio to enable more-natural sounding speech

SAP Leonardo Machine Learning Foundation Features

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