Название: Machine Learning for Oracle Database Professionals: Deploying Model-Driven Applications and Automation Pipelines
Автор: Heli Helskyaho, Jean Yu, Kai Yu
Издательство: Apress
Год: 2021
Страниц: 300
Язык: английский
Формат: pdf (true), epub
Размер: 17.4 MB

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 wanting to build models and applications using Oracle Database’s built-in machine learning feature set
• Administrators tasked with supporting applications in Oracle Database and ADW that use the machine learning feature set

Readers will learn how to do the following.
• Build an automated pipeline that can detect and handle changes in data/model performance
• Develop and deploy machine learning projects in ADW
• Develop machine learning with Oracle Database using the built-in machine learning packages
• Analyze, develop, evaluate, and deploy various machine learning models using OML4R and OML4SQL

Скачать Machine Learning for Oracle Database Professionals: Deploying Model-Driven Applications and Automation Pipelines

Скачать с Turbobit
Скачать с Katfile.com