Summary:
Machine Learning Operations is the process of taking an experimental Machine Learning model into a production system. The word is a compound of “Machine Learning” and the continuous development practice of DevOps in the software field. Machine Learning models are tested and developed in isolated experimental systems. When an algorithm is ready to be launched, MLOps is practiced between Data Scientists, DevOps, and Machine Learning engineers to transition the algorithm to production systems. Similar to DevOps or DataOps approaches, MLOps seeks to increase automation and improve the quality of production models, while also focusing on business and regulatory requirements. While MLOps started as a set of best practices, it is slowly evolving into an independent approach to ML lifecycle management. MLOps applies to the entire lifecycle - from integrating with model generation (software development lifecycle, continuous integration/continuous delivery), orchestration, and deployment, to health, diagnostics, governance, and business metrics.
Market Analysis and Insights: Global and United States Machine Learning Operation Technology Market
This report focuses on global and United States Machine Learning Operation Technology market, also covers the segmentation data of other regions in regional level and county level.
Due to the COVID-19 pandemic, the global Machine Learning Operation Technology market size is estimated to be worth US$ million in 2022 and is forecast to a readjusted size of US$ million by 2028 with a CAGR of % during the review period. Fully considering the economic change by this health crisis, by Type, On-premise accounting for % of the Machine Learning Operation Technology global market in 2021, is projected to value US$ million by 2028, growing at a revised % CAGR in the post-COVID-19 period. While by Application, BFSI was the leading segment, accounting for over percent market share in 2021, and altered to an % CAGR throughout this forecast period.
In United States the Machine Learning Operation Technology market size is expected to grow from US$ million in 2021 to US$ million by 2028, at a CAGR of % during the forecast period.
Global Machine Learning Operation Technology Scope and Market Size
Machine Learning Operation Technology market is segmented by region (country), players, by Type and by Application. Players, stakeholders, and other participants in the global Machine Learning Operation Technology market will be able to gain the upper hand as they use the report as a powerful resource. The segmental analysis focuses on revenue and forecast by region (country), by Type and by Application for the period 2017-2028.
For United States market, this report focuses on the Machine Learning Operation Technology market size by players, by Type and by Application, for the period 2017-2028. The key players include the global and local players, which play important roles in United States.
Segment by Type, the Machine Learning Operation Technology market is segmented into
On-premise
Cloud
Segment by Application, the Machine Learning Operation Technology market is segmented into
BFSI
Healthcare
Retail
Manufacturing
Public Sector
Others
Regional and Country-level Analysis
North America
United States
Canada
Europe
Germany
France
U.K.
Italy
Russia
Asia-Pacific
China
Japan
South Korea
India
Australia
China Taiwan
Indonesia
Thailand
Malaysia
Latin America
Mexico
Brazil
Argentina
Middle East & Africa
Turkey
Saudi Arabia
UAE
Competitive Landscape and Machine Learning Operation Technology Market Share Analysis
Machine Learning Operation Technology market competitive landscape provides details and data information by players. The report offers comprehensive analysis and accurate statistics on revenue by the player for the period 2017-2022. It also offers detailed analysis supported by reliable statistics on revenue (global and regional level) by players for the period 2017-2022. Details included are company description, major business, company total revenue and the sales, revenue generated in Machine Learning Operation Technology business, the date to enter into the Machine Learning Operation Technology market, Revenue in Machine Learning Operation Technology Business (2017-2022) & (US$ Million) introduction, recent developments, etc.
The major vendors covered:
Microsoft
Amazon
Google
IBM
Dataiku
Lguazio
Databricks
DataRobot, Inc.
Cloudera
Modzy
Algorithmia
HPE
Valohai
Allegro AI
Comet
FloydHub
Paperpace
Cnvrg.io
Table of Contents
1 Study Coverage
1.1 Machine Learning Operation Technology Revenue in Machine Learning Operation Technology Business (2017-2022) & (US$ Million) Introduction
1.2 Global Machine Learning Operation Technology Outlook 2017 VS 2022 VS 2028
1.2.1 Global Machine Learning Operation Technology Market Size for the Year 2017-2028
1.2.2 Global Machine Learning Operation Technology Market Size for the Year 2017-2028
1.3 Machine Learning Operation Technology Market Size, United States VS Global, 2017 VS 2022 VS 2028
1.3.1 The Market Share of United States Machine Learning Operation Technology in Global, 2017 VS 2022 VS 2028
1.3.2 The Growth Rate of Machine Learning Operation Technology Market Size, United States VS Global, 2017 VS 2022 VS 2028
2.1 Machine Learning Operation Technology Market Segment by Type
2.1.1 On-premise
2.1.2 Cloud
2.2 Global Machine Learning Operation Technology Market Size by Type (2017, 2022 & 2028)
2.3 Global Machine Learning Operation Technology Market Size by Type (2017-2028)
2.4 United States Machine Learning Operation Technology Market Size by Type (2017, 2022 & 2028)
2.5 United States Machine Learning Operation Technology Market Size by Type (2017-2028)
3 Machine Learning Operation Technology by Application
3.1 Machine Learning Operation Technology Market Segment by Application
3.1.1 BFSI
3.1.2 Healthcare
3.1.3 Retail
3.1.4 Manufacturing
3.1.5 Public Sector
3.1.6 Others
3.2 Global Machine Learning Operation Technology Market Size by Application (2017, 2022 & 2028)
3.3 Global Machine Learning Operation Technology Market Size by Application (2017-2028)
3.4 United States Machine Learning Operation Technology Market Size by Application (2017, 2022 & 2028)
3.5 United States Machine Learning Operation Technology Market Size by Application (2017-2028)
4 Global Machine Learning Operation Technology Competitor Landscape by Company
4.1 Global Machine Learning Operation Technology Market Size by Company
4.1.1 Top Global Machine Learning Operation Technology Companies Ranked by Revenue (2021)
4.1.2 Global Machine Learning Operation Technology Revenue by Player (2017-2022)
4.2 Global Machine Learning Operation Technology Concentration Ratio (CR)
4.2.1 Machine Learning Operation Technology Market Concentration Ratio (CR) (2017-2022)
4.2.2 Global Top 5 and Top 10 Largest Companies of Machine Learning Operation Technology in 2021
4.2.3 Global Machine Learning Operation Technology Market Share by Company Type (Tier 1, Tier 2, and Tier 3)
4.3 Global Machine Learning Operation Technology Headquarters, Revenue in Machine Learning Operation Technology Business (2017-2022) & (US$ Million) Type
4.3.1 Global Machine Learning Operation Technology Headquarters and Area Served
4.3.2 Global Machine Learning Operation Technology Companies Revenue in Machine Learning Operation Technology Business (2017-2022) & (US$ Million) Type
4.3.3 Date of International Companies Enter into Machine Learning Operation Technology Market
Summary: Get latest Market Research Reports on Machine Learning Operation Technology . Industry analysis & Market Report on Machine Learning Operation Technology is a syndicated market report, published as Global and United States Machine Learning Operation Technology Market Report & Forecast 2022-2028. It is complete Research Study and Industry Analysis of Machine Learning Operation Technology market, to understand, Market Demand, Growth, trends analysis and Factor Influencing market.