ISBN:
9781492094494
,
1492094498
Language:
English
Pages:
1 online resource (75 pages)
Edition:
1st edition
Parallel Title:
Erscheint auch als
DDC:
658.4/03
Keywords:
Database management
;
Machine learning
;
Management information systems
;
Business Databases Management
;
Information storage and retrieval systems Reliability
;
Electronic books ; local
;
Electronic books
;
Bases de données ; Gestion
;
Apprentissage automatique
;
Systèmes d'information de gestion
;
Affaires ; Bases de données ; Gestion
;
Systèmes d'information ; Fiabilité
Abstract:
Your training data has as much to do with the success of your data project as the algorithms themselves--most failures in deep learning systems relate to training data. But while training data is the foundation for successful machine learning, there are few comprehensive resources to help you ace the process. This hands-on guide explains how to work with and scale training data. You'll gain a solid understanding of the concepts, tools, and processes needed to: Design, deploy, and ship training data for production-grade deep learning applications Integrate with a growing ecosystem of tools Recognize and correct new training data-based failure modes Improve existing system performance and avoid development risks Confidently use automation and acceleration approaches to more effectively create training data Avoid data loss by structuring metadata around created datasets Clearly explain training data concepts to subject matter experts and other shareholders Successfully maintain, operate, and improve your system
Note:
Online resource; Title from title page (viewed January 25, 2022)
,
Mode of access: World Wide Web.
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