Oracle Machine Learning usage highlight: Making Oracle Digital Assistant smarter with OML Services

In this Office Hours for Oracle Machine Learning on Autonomous Database, Senior Oracle Cloud Engineer Bob Peulen, and Principal Cloud Specialist Engineer Maurits Dijkens explain how to use the Oracle Digital Assistant with Oracle Machine Learning Services REST API, and demonstrate a simple use case of a Smart ChatBot that can request a scoring in real-time.

The Oracle Machine Learning product family supports data scientists, analysts, developers, and IT to achieve data science project goals faster while taking full advantage of the Oracle platform.

The Oracle Machine Learning Notebooks offers an easy-to-use, interactive, multi-user, collaborative interface based on Apache Zeppelin notebook technology, and support SQL, PL/SQL, Python and Markdown interpreters. It is available on all Autonomous Database versions and Tiers, including the always-free editions.

OML includes AutoML, which provides automated machine learning algorithm features for algorithm selection, feature selection and model tuning, in addition to a specialized AutoML UI exclusive to the Autonomous Database.

OML Services is also included in Autonomous Database, where you can deploy and manage native in-database OML models as well as ONNX ML models (for classification and regression) built using third-party engines, and can also invoke cognitive text analytics.

Transcript

1. Oracle Machine Learning Office Hours Usage Highlight Making Oracle Digital Assistant smarter with OML Services with Bob Peulen & Maurits Dijkens supported by Marcos Arancibia, Sherry LaMonica & Mark Hornick oracle.com/machine-learning April 2021
2. Bob Peulen & Maurits Dijkens Integrating Oracle Machine Learning with Oracle Digital Assistant Consuming Oracle Machine Learning Models Dynamically Copyright © 2021, Oracle and/or its affiliates 2
3. A Complete and Integrated Data & AI Platform Oracle Cloud Infrastructure Oracle Autonomous Database Data Sources Digital Assistant Oracle Digital Assistant Data Integration Replication OCI Data Integration OCI GoldenGate Cloud Streaming OCI Streaming Machine Learning Oracle ML Bare Metal Servers Virtual Machines Load Balancers VPN Block storage Object / Archive File Backup Virtual Cloud Networks Invoke OML Services Model Copyright © 2021, Oracle and/or its affiliates 3
5. Integrating Digital Assistant with Oracle Machine Learning API POST to OML Services Copyright © 2021, Oracle and/or its affiliates 5
6. Use Natural Language Processing to Invoke & Process models dynamically Integrating Digital Assistant with Oracle Machine Learning Me: “Hi Bot, can you predict when I will be a billionaire?” Me: “Hi Bot, when can I expect to have a billion?” Bot: “Sure. How old are you?” Me: “29 years old!” Bot: “Sure. How old are you?” Me: “I will be 30 next year” Copyright © 2021, Oracle and/or its affiliates 6
7. Example Use Cases Human Resources Job application form, automated analysis of job fit send to HR Director Integrating Digital Assistant with Oracle Machine Learning Copyright © 2021, Oracle and/or its affiliates 7
8. Example Use Cases Enterprise Resource Planning Run automated fraud detection on specific account number. “Please check account number 34622 for any strange anomalies” Human Resources Job application form, automated analysis of job fit send to HR Director Integrating Digital Assistant with Oracle Machine Learning Copyright © 2021, Oracle and/or its affiliates 8
9. Example Use Cases Enterprise Resource Planning Run automated fraud detection on specific account number. “Please check account number 34622 for any strange anomalies” Human Resources Job application form, automated analysis of job fit send to HR Director Healthcare Advise health care plan on pre- determined ratings. “I have a fever, do I need to see the GP?” Integrating Digital Assistant with Oracle Machine Learning Copyright © 2021, Oracle and/or its affiliates 9
10. Example Use Cases Enterprise Resource Planning Run automated fraud detection on specific account number. “Please check account number 34622 for any strange anomalies” Human Resources Job application form, automated analysis of job fit send to HR Director Healthcare Advise health care plan on pre- determined ratings. “I have a fever, do I need to see the GP?” Anything to invoke a model! Model input can be: • Text • Figures • Pictures • Entire forms Integrating Digital Assistant with Oracle Machine Learning Copyright © 2021, Oracle and/or its affiliates 10
11. Delphy - TheDOC Predicting Tomatoes! Would you and your family have survived? Copyright © 2021, Oracle and/or its affiliates 11
12. Q & A Copyright © 2021, Oracle and/or its affiliates 12