Introducing MLOps

Introducing MLOps
Author :
Publisher : "O'Reilly Media, Inc."
Total Pages : 171
Release :
ISBN-10 : 9781098116422
ISBN-13 : 1098116429
Rating : 4/5 (429 Downloads)

Book Synopsis Introducing MLOps by : Mark Treveil

Download or read book Introducing MLOps written by Mark Treveil and published by "O'Reilly Media, Inc.". This book was released on 2020-11-30 with total page 171 pages. Available in PDF, EPUB and Kindle. Book excerpt: More than half of the analytics and machine learning (ML) models created by organizations today never make it into production. Some of the challenges and barriers to operationalization are technical, but others are organizational. Either way, the bottom line is that models not in production can't provide business impact. This book introduces the key concepts of MLOps to help data scientists and application engineers not only operationalize ML models to drive real business change but also maintain and improve those models over time. Through lessons based on numerous MLOps applications around the world, nine experts in machine learning provide insights into the five steps of the model life cycle--Build, Preproduction, Deployment, Monitoring, and Governance--uncovering how robust MLOps processes can be infused throughout. This book helps you: Fulfill data science value by reducing friction throughout ML pipelines and workflows Refine ML models through retraining, periodic tuning, and complete remodeling to ensure long-term accuracy Design the MLOps life cycle to minimize organizational risks with models that are unbiased, fair, and explainable Operationalize ML models for pipeline deployment and for external business systems that are more complex and less standardized


Introducing MLOps Related Books

Introducing MLOps
Language: en
Pages: 171
Authors: Mark Treveil
Categories: Computers
Type: BOOK - Published: 2020-11-30 - Publisher: "O'Reilly Media, Inc."

DOWNLOAD EBOOK

More than half of the analytics and machine learning (ML) models created by organizations today never make it into production. Some of the challenges and barrie
Artificial Intelligence in Healthcare
Language: en
Pages: 385
Authors: Adam Bohr
Categories: Computers
Type: BOOK - Published: 2020-06-21 - Publisher: Academic Press

DOWNLOAD EBOOK

Artificial Intelligence (AI) in Healthcare is more than a comprehensive introduction to artificial intelligence as a tool in the generation and analysis of heal
Applications of Generative AI
Language: en
Pages: 607
Authors: Zhihan Lyu
Categories:
Type: BOOK - Published: - Publisher: Springer Nature

DOWNLOAD EBOOK

Artificial Intelligence (AI)
Language: en
Pages: 331
Authors: S. Kanimozhi Suguna
Categories: Technology & Engineering
Type: BOOK - Published: 2021-05-27 - Publisher: CRC Press

DOWNLOAD EBOOK

This book aims to bring together leading academic scientists, researchers, and research scholars to exchange and share their experiences and research results on
Intelligent Systems and IoT Applications in Clinical Health
Language: en
Pages: 522
Authors: Joshi, Herat
Categories: Medical
Type: BOOK - Published: 2024-11-01 - Publisher: IGI Global

DOWNLOAD EBOOK

Integrating intelligent systems and internet of things (IoT) into clinical health is crucial for enhancing patient care and operational efficiency. These techno