Introducing MLOps Book Reviews
Introducing MLOps by Mark Treveil, Nicolas Omont, Clément Stenac, Kenji Lefevre, Du Phan, Joachim Zentici, Adrien Lavoillotte, Makoto Miyazaki & Lynn Heidmann Book Summary
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 workflowsRefine ML models through retraining, periodic tuning, and complete remodeling to ensure long-term accuracyDesign the MLOps life cycle to minimize organizational risks with models that are unbiased, fair, and explainableOperationalize ML models for pipeline deployment and for external business systems that are more complex and less standardized
Book Name | Introducing MLOps |
Genre | Computers & Internet |
Author | Mark Treveil, Nicolas Omont, Clément Stenac, Kenji Lefevre, Du Phan, Joachim Zentici, Adrien Lavoillotte, Makoto Miyazaki & Lynn Heidmann |
Published | 30 November 2020, Monday |
Language | English |
E-Book Size | 4.89 MB |
Introducing MLOps (Mark Treveil, Nicolas Omont, Clément Stenac, Kenji Lefevre, Du Phan, Joachim Zentici, Adrien Lavoillotte, Makoto Miyazaki & Lynn Heidmann) Book Reviews 2024
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Download Link | Book Format |
introducing-mlops-ebook.pdf | |
introducing-mlops-ebook.epub | EPUB |
introducing-mlops-ebook.kindle | KINDLE |
Introducing MLOps E-book (PDF, PUB, KINDLE) Download
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Summary of Introducing MLOps by Mark Treveil, Nicolas Omont, Clément Stenac, Kenji Lefevre, Du Phan, Joachim Zentici, Adrien Lavoillotte, Makoto Miyazaki & Lynn Heidmann
The Introducing MLOps book written by Mark Treveil, Nicolas Omont, Clément Stenac, Kenji Lefevre, Du Phan, Joachim Zentici, Adrien Lavoillotte, Makoto Miyazaki & Lynn Heidmann was published on 30 November 2020, Monday in the Computers & Internet category. A total of 172 readers of the book gave the book 0 points out of 5.
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Mark Treveil, Nicolas Omont, Clément Stenac, Kenji Lefevre, Du Phan, Joachim Zentici, Adrien Lavoillotte, Makoto Miyazaki & Lynn Heidmann - Introducing MLOps Discussions & Comments
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