target audience: TECH BUYER  Publication date: Dec 2022 - Document type: IDC MarketScape - Doc  Document number: # US48325822

IDC MarketScape: Worldwide Machine Learning Operations Platforms 2022 Vendor Assessment

By: 

  • Kathy Lange
  • Raghunandhan Kuppuswamy
  • David Schubmehl
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Content

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Table of Contents


  • IDC MarketScape Figure

    • Figure: IDC MarketScape Worldwide Machine Learning Operations Platforms Vendor Assessment

  • IDC Opinion

    • Overview

    • Challenges Implementing AI Solutions

    • Lack of Automation

    • Cost

    • Lack of Expertise

    • What Is MLOps?

    • Model Serving

    • Model Registry

    • Model Tracking

    • Model Monitoring

    • ML Pipeline and MLOps

    • Figure: ML Pipeline and MLOps

  • IDC MarketScape Vendor Inclusion Criteria

  • Advice for Technology Buyers

    • Treat Models as Source Code

    • Plan for Scale

    • Choose the Right Vendor for Your Needs

  • Vendor Summary Profiles

    • 4Paradigm

    • Strengths

    • Challenges

    • Consider 4Paradigm When

    • Alibaba

    • Strengths

    • Challenges

    • Consider Alibaba When

    • AWS

    • Strengths

    • Challenges

    • Consider AWS When

    • Cloudera

    • Strengths

    • Challenges

    • Consider Cloudera When

    • Databricks

    • Strengths

    • Challenges

    • Consider Databricks When

    • Dataiku

    • Strengths

    • Challenges

    • Consider Dataiku When

    • DataRobot

    • Strengths

    • Challenges

    • Consider DataRobot When

    • Domino Data Lab

    • Strengths

    • Challenges

    • Consider Domino Data Lab When

    • Google

    • Strengths

    • Challenges

    • Consider Google When

    • IBM

    • Strengths

    • Challenges

    • Consider IBM When

    • Iguazio

    • Strengths

    • Challenges

    • Consider Iguazio When

    • Microsoft

    • Strengths

    • Challenges

    • Consider Microsoft When

    • SAS

    • Strengths

    • Challenges

    • Consider SAS When

    • Vendors to Watch

    • HPE

  • Appendix

    • Reading an IDC MarketScape Graph

    • IDC MarketScape Methodology

    • Market Definition

    • Strategies and Capabilities Criteria

    • Table: Key Strategy Measures for Success: Worldwide Machine Learning Operations Platforms Market

    • Table: Key Capability Measures for Success: Worldwide Machine Learning Operations Platforms Market

  • Learn More

    • Related Research

    • Synopsis