Database developers and administrators will use this book to learn how
to deploy machine learning models in Oracle Database and in Oracle's
Autonomous Database cloud offering. The book covers the technologies
that make up the Oracle Machine Learning (OML) platform, including
OML4SQL, OML Notebooks, OML4R, and OML4Py. The book focuses on Oracle
Machine Learning as part of the Oracle Autonomous Database collaborative
environment. Also covered are advanced topics such as delivery and
automation pipelines.
Throughout the book you will find practical details and hand-on examples
showing you how to implement machine learning and automate deployment of
machine learning. Discussion around the examples helps you gain a
conceptual understanding of machine learning. Important concepts
discussed include the methods involved, the algorithms to choose from,
and mechanisms for process and deployment. Seasoned database
professionals looking to make the leap into machine learning as a growth
path will find much to like in this book as it helps you step up and use
your current knowledge of Oracle Database to transition into providing
machine learning solutions.
What You Will Learn
-
Use the Oracle Machine Learning (OML) Notebooks for data visualization
and machine learning model building and evaluation
-
Understand Oracle offerings for machine learning
-
Develop machine learning with Oracle database using the built-in
machine learning packages
-
Develop and deploy machine learning models using OML4SQL and OML4R
-
Leverage the Oracle Autonomous Database and its collaborative
environment for Oracle Machine Learning
-
Develop and deploy machine learning projects in Oracle Autonomous
Database
-
Build an automated pipeline that can detect and handle changes in
data/model performance
Who This Book Is For
Database developers and administrators who want to learn about machine
learning, developers who want to build models and applications using
Oracle Database's built-in machine learning feature set, and
administrators tasked with supporting applications on Oracle Database
that make use of the Oracle Machine Learning feature set
