Gartner Research

Making Machine Learning a Scalable Enterprise Reality — From Development to Production

Published: 29 November 2017

ID: G00343614

Analyst(s): Carlton Sapp


Understanding the proper-machine learning apparatus plays a large role in shaping management and deployment of enterprisewide ML products. This assessment guides technical professionals through the optimal technologies and frameworks needed to start and maintain an enterprisewide ML initiative.

Table Of Contents


  • Introducing the Machine-Learning Apparatus
    • Operating Model and Governance
    • Resources
    • Business Operational Alignment
    • Data Science Tools for ML Design and Integrated Development
    • Unified Deep Learning Component
    • Adaptable Data Management
    • Deployment and Productionization/Operationalization (Publishing Platform)
    • User Experience
    • Infrastructure and Execution Environments
    • Tuning and Performance Engineering Models
  • Strengths
  • Weaknesses


The Details

Gartner Recommended Reading

©2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates. This publication may not be reproduced or distributed in any form without Gartner’s prior written permission. It consists of the opinions of Gartner’s research organization, which should not be construed as statements of fact. While the information contained in this publication has been obtained from sources believed to be reliable, Gartner disclaims all warranties as to the accuracy, completeness or adequacy of such information. Although Gartner research may address legal and financial issues, Gartner does not provide legal or investment advice and its research should not be construed or used as such. Your access and use of this publication are governed by Gartner’s Usage Policy. Gartner prides itself on its reputation for independence and objectivity. Its research is produced independently by its research organization without input or influence from any third party. For further information, see Guiding Principles on Independence and Objectivity.

Already have a Gartner Account?

Become a client