Machine Learning in Digital Process Automation — Part II by Ralf Mueller

March 14, 2020 Leave a comment

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In this second part of the ML in Digital Process Automation article series, we focus on how to consume a Machine Learning Model created in Autonomous Data Warehouse (ADW) for scoring in Integration Cloud Processes. It is assumed that the reader is familiar with the content of Part I. For this article we assume an existing ML model stored on Object Storage. We will give step-by-step instructions on how to bring such models into Oracle Integration Cloud and use them in process automation.

By the time of this writing, the Machine Learning functionality for Integration Cloud Process Automation is in “Limited Availability” mode and must be enabled by a feature flag. Please get in touch with your Integration Cloud representative to get this feature enabled for your Integration Cloud instance.

OML Micro-Services

Oracle Integration Cloud comprises of a new set of micro-services for Machine Learning, the Oracle Machine Learning (OML) micro-services developed by the OML team in Oracle Advanced Analytics organization as part of the Oracle Machine Learning Platform. We will give an in-depth overview of OML micro-services in a later article, for now, it is sufficient to understand the functionality coming with OML micro-services

  • Cognitive Text Services
    Cognitive Text Services provide Machine Learning functionality for Text Classification, Keywords, Summary, Similarity, and Sentiment Analysis. The underlying ML models are pre-trained by Oracle and can be used out-of-the-box. Typical examples in digital process automation include giving a summary of a large text document or give sentiment on customer input.
  • Cognitive Image Services
    Cognitive Image Services provide Machine Learning functionality for Image Classification, NSFW content and Image Similarity. Like with the Cognitive Text Services, the underlying ML models are pre-trained by Oracle. Read the complete article here.

PaaS Partner Community

For regular information on Oracle PaaS become a member in the PaaS (Integration & Process) Partner Community please register here.

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About Jürgen Kress
As a middleware expert Jürgen works at Oracle EMEA Alliances and Channels, responsible for Oracle’s EMEA Fusion Middleware partner business. He is the founder of the Oracle SOA & BPM and the WebLogic Partner Communities and the global Oracle Partner Advisory Councils. With more than 5000 members from all over the world the Middleware Partner Community is the most successful and active community at Oracle. Jürgen manages the community with monthly newsletters, webcasts and conferences. He hosts his annual Fusion Middleware Partner Community Forums and the Fusion Middleware Summer Camps, where more than 200 partners get product updates, roadmap insights and hands-on trainings. Supplemented by many web 2.0 tools like twitter, discussion forums, online communities, blogs and wikis. For the SOA & Cloud Symposium by Thomas Erl, Jürgen is a member of the steering board. He is also a frequent speaker at conferences like the SOA & BPM Integration Days, JAX, UKOUG, OUGN, or OOP.

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