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