IDC MarketScape: Worldwide Machine Learning Operations Platforms 2024 Vendor Assessment

IDC MarketScape Figure

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

IDC Opinion

• Overview

• What Is Machine Learning Operations?

• MLOps Broader Scope

• Figure: MLOps for the Traditional AI/ML Life Cycle

IDC MarketScape Vendor Inclusion Criteria

Advice for Technology Buyers

Vendor Summary Profiles

• AWS

• Strengths

• Challenges

• Consider AWS 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

• Microsoft

• Strengths

• Challenges

• Consider Microsoft When

• SAS

• Strengths

• Challenges

• Consider SAS When

• Teradata

• Strengths

• Challenges

• Consider Teradata When

• Vendors to Watch

• 4Paradigm

• Alibaba

• Altair

Appendix

• Reading an IDC MarketScape Graph

• IDC MarketScape Methodology

• Market Definition

• Strategies and Capabilities Criteria

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

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

Learn More

• Related Research

• Synopsis