ENGLISH

Implementing MLOps in the Enterprise: A Production-First Approach

By Yaron Haviv

Book information

Publisher
O'Reilly Media
Year
2023
ISBN
9781098136581
Language
english
Format
EPUB
Filesize
16 MB (16271220 bytes)
Pages
377\0
Orientation
landscape
Paginated
yes
Scanned
no
Time added
2023-12-09 11:48:18

Description

With demand for scaling, real-time access, and other capabilities, businesses need to consider building operational machine learning pipelines. This practical guide helps your company bring data science to life for different real-world MLOps scenarios. Senior data scientists, MLOps engineers, and machine learning engineers will learn how to tackle challenges that prevent many businesses from moving ML models to production. Authors Yaron Haviv and Noah Gift take a production-first approach. Rather than beginning with the ML model, you'll learn how to design a continuous operational pipeline, while making sure that various components and practices can map into it. By automating as many components as possible, and making the process fast and repeatable, your pipeline can scale to match your organization's needs. You'll learn how to provide rapid business value while answering dynamic MLOps requirements. This book will help you: Learn the MLOps process, including...

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