Lynn Heidmann's Books

Introducing MLOps

By: Mark Treveil,Nicolas Omont,Clément Stenac,Kenji Lefevre,Du Phan,Joachim Zentici,Adrien Lavoillotte,Makoto Miyazaki,Lynn Heidmann

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Introducing MLOps

By: Mark Treveil,Nicolas Omont,Clément Stenac,Kenji Lefevre,Du Phan,Joachim Zentici,Adrien Lavoillotte,Makoto Miyazaki,Lynn Heidmann

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

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Page Count

186

Publisher

O'Reilly Media

Published Date

ISBN 10

1098116445

ISBN 13

9781098116446

Fields Virology: Fundamentals

By: Peter M Howley,David M Knipe,Lynn W Enquist

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Fields Virology: Fundamentals

By: Peter M Howley,David M Knipe,Lynn W Enquist

Now in four convenient volumes, Field’s Virology remains the most authoritative reference in this fast-changing field, providing definitive coverage of virology, including virus biology as well as replication and medical aspects of specific virus families.

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Page Count

1999

Publisher

Lippincott Williams & Wilkins

Published Date

ISBN 10

1975112520

ISBN 13

9781975112523

Divergence with Genetic Exchange

By: Michael Lynn Arnold

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Divergence with Genetic Exchange

By: Michael Lynn Arnold

This book is an investigation into processes associated with evolutionary divergence and diversification, focussing on the role played by the exchange of genes between divergent lineages.

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