Machine Learning Governance for Data Science Managers

Name: Machine Learning Governance for Data Science Managers
Brand: Springer, Berlin
SKU: 9783031318047
Price: 44.2 EUR
Availability: InStock

Autor: Francesca Lazzeri, Alexei Robsky

Jazyk:

Väzba: Brožovaná

Vydavateľ: Springer, Berlin

Dostupnosť: Skladom u dodávateľa

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Machine Learning Governance for Data Science Managers provides readers with the knowledge to unlock...

Informácie o knihe

Autor

Francesca Lazzeri, Alexei Robsky

Jazyk

Angličtina

Väzba

Kniha - Brožovaná

Vydalo

2023

Stránok

128

EAN

9783031318047

Enbook ID

43156106

Vydavateľ

Springer, Berlin

Hmotnosť

190

Rozmery

155 x 235

Kompletný popis

Machine Learning Governance for Data Science Managers provides readers with the knowledge to unlock insights from data and leverage AI solutions. In today's business landscape, most organizations face challenges in scaling and maintaining a sustainable machine learning model lifecycle. This book offers a comprehensive framework that covers business requirements, data generation and acquisition, modeling, model deployment, and management, providing a range of methodologies, technologies, and resources to assist data science managers in adopting data and AI-driven practices.Readers will learn sustainable tools for implementing machine learning with existing IT and privacy policies, including versioning all models, creating documentation, monitoring models and their results, and assessing their causal business impact. By overcoming these challenges, bottom-line gains from AI investments can be realized.Organizations that implement all aspects of AI/ML model governance can achieve a high level of control and visibility over how models perform in production, leading to improved operational efficiency and a higher ROI on AI investments. Machine Learning Governance for Data Science Managers helps to effectively control model inputs and understand all the variables that may impact your results. Don't let challenges in machine learning hinder your organization's growth - unlock its potential with this essential guide.

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