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TDWI Checklist - The Automation and Optimzation of Advanced Analytics Based on Machine Learning

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2 FOREWORD 3 NUMBER ONE Give machine learning a data environment that is as diverse as it is big 3 NUMBER TWO Embrace data technologies and approaches that are key to machine learning success, namely data lakes and clouds 4 NUMBER THREE Consider making Apache Spark your preferred engine for machine learning 5 NUMBER FOUR Achieve speed and scale—key requirements for ML design and operation—by adopting new architectures 5 NUMBER FIVE Embrace DataOps and other modern team structures that affect machine learning success 6 NUMBER SIX Remember that machine learning is not just for predic- tive analytics 8 ABOUT OUR SPONSOR 8 ABOUT THE AUTHOR 8 ABOUT TDWI RESEARCH 8 ABOUT TDWI CHECKLIST REPORTS © 2018 by TDWI, a division of 1105 Media, Inc. All rights reserved. Reproductions in whole or in part are prohibited except by written permission. Email requests or feedback to [email protected] Product and company names mentioned herein may be trademarks and/or registered trademarks of their respective companies. Inclusion of a vendor, product, or service in TDWI research does not constitute an endorsement by TDWI or its management. Sponsorship of a publication should not be construed as an endorsement of the sponsor organization or validation of its claims. MAY 2018 The Automation and Optimization of Advanced Analytics Based on Machine Learning By Philip Russom TABLE OF CONTENTS 555 S. Renton Village Place, Ste. 700 Renton, WA 98057-3295 T 425.277.9126 F 425.687.2842 E [email protected] tdwi.org T D W I C H E C K L I S T R E P O R T

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