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Global and United States Machine Learning Operation Technology Market Report & Forecast 2022-2028

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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
    • 1.4 Machine Learning Operation Technology Market Dynamics
      • 1.4.1 Machine Learning Operation Technology Industry Trends
      • 1.4.2 Machine Learning Operation Technology Market Drivers
      • 1.4.3 Machine Learning Operation Technology Market Challenges
      • 1.4.4 Machine Learning Operation Technology Market Restraints
    • 1.5 Study Objectives
    • 1.6 Years Considered

    2 Machine Learning Operation Technology by Type

    • 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
    • 4.4 Companies Mergers & Acquisitions, Expansion Plans
    • 4.5 United States Machine Learning Operation Technology Market Size by Company
      • 4.5.1 Top Machine Learning Operation Technology Players in United States, Ranked by Revenue (2021)
      • 4.5.2 United States Machine Learning Operation Technology Revenue by Players (2020, 2021 & 2022)

    5 Global Machine Learning Operation Technology Market Size by Region

    • 5.1 Global Machine Learning Operation Technology Market Size by Region: 2017 VS 2022 VS 2028
    • 5.2 Global Machine Learning Operation Technology Market Size by Region (2017-2028)
      • 5.2.1 Global Machine Learning Operation Technology Market Size by Region: 2017-2022
      • 5.2.2 Global Machine Learning Operation Technology Market Size by Region (2023-2028)

    6 Segment in Region Level & Country Level

    • 6.1 North America
      • 6.1.1 North America Machine Learning Operation Technology Market Size YoY Growth 2017-2028
      • 6.1.2 North America Machine Learning Operation Technology Market Facts & Figures by Country (2017, 2022 & 2028)
      • 6.1.3 United States
      • 6.1.4 Canada
    • 6.2 Asia-Pacific
      • 6.2.1 Asia-Pacific Machine Learning Operation Technology Market Size YoY Growth 2017-2028
      • 6.2.2 Asia-Pacific Machine Learning Operation Technology Market Facts & Figures by Region (2017, 2022 & 2028)
      • 6.2.3 China
      • 6.2.4 Japan
      • 6.2.5 South Korea
      • 6.2.6 India
      • 6.2.7 Australia
      • 6.2.8 China Taiwan
      • 6.2.9 Indonesia
      • 6.2.10 Thailand
      • 6.2.11 Malaysia
    • 6.3 Europe
      • 6.3.1 Europe Machine Learning Operation Technology Market Size YoY Growth 2017-2028
      • 6.3.2 Europe Machine Learning Operation Technology Market Facts & Figures by Country (2017, 2022 & 2028)
      • 6.3.3 Germany
      • 6.3.4 France
      • 6.3.5 U.K.
      • 6.3.6 Italy
      • 6.3.7 Russia
    • 6.4 Latin America
      • 6.4.1 Latin America Machine Learning Operation Technology Market Size YoY Growth 2017-2028
      • 6.4.2 Latin America Machine Learning Operation Technology Market Facts & Figures by Country (2017, 2022 & 2028)
      • 6.4.3 Mexico
      • 6.4.4 Brazil
      • 6.4.5 Argentina
    • 6.5 Middle East and Africa
      • 6.5.1 Middle East and Africa Machine Learning Operation Technology Market Size YoY Growth 2017-2028
      • 6.5.2 Middle East and Africa Machine Learning Operation Technology Market Facts & Figures by Country (2017, 2022 & 2028)
      • 6.5.3 Turkey
      • 6.5.4 Saudi Arabia
      • 6.5.5 UAE

    7 Company Profiles

    • 7.1 Microsoft
      • 7.1.1 Microsoft Company Details
      • 7.1.2 Microsoft Business Overview
      • 7.1.3 Microsoft Machine Learning Operation Technology Introduction
      • 7.1.4 Microsoft Revenue in Machine Learning Operation Technology Business (2017-2022)
      • 7.1.5 Microsoft Recent Development
    • 7.2 Amazon
      • 7.2.1 Amazon Company Details
      • 7.2.2 Amazon Business Overview
      • 7.2.3 Amazon Machine Learning Operation Technology Introduction
      • 7.2.4 Amazon Revenue in Machine Learning Operation Technology Business (2017-2022)
      • 7.2.5 Amazon Recent Development
    • 7.3 Google
      • 7.3.1 Google Company Details
      • 7.3.2 Google Business Overview
      • 7.3.3 Google Machine Learning Operation Technology Introduction
      • 7.3.4 Google Revenue in Machine Learning Operation Technology Business (2017-2022)
      • 7.3.5 Google Recent Development
    • 7.4 IBM
      • 7.4.1 IBM Company Details
      • 7.4.2 IBM Business Overview
      • 7.4.3 IBM Machine Learning Operation Technology Introduction
      • 7.4.4 IBM Revenue in Machine Learning Operation Technology Business (2017-2022)
      • 7.4.5 IBM Recent Development
    • 7.5 Dataiku
      • 7.5.1 Dataiku Company Details
      • 7.5.2 Dataiku Business Overview
      • 7.5.3 Dataiku Machine Learning Operation Technology Introduction
      • 7.5.4 Dataiku Revenue in Machine Learning Operation Technology Business (2017-2022)
      • 7.5.5 Dataiku Recent Development
    • 7.6 Lguazio
      • 7.6.1 Lguazio Company Details
      • 7.6.2 Lguazio Business Overview
      • 7.6.3 Lguazio Machine Learning Operation Technology Introduction
      • 7.6.4 Lguazio Revenue in Machine Learning Operation Technology Business (2017-2022)
      • 7.6.5 Lguazio Recent Development
    • 7.7 Databricks
      • 7.7.1 Databricks Company Details
      • 7.7.2 Databricks Business Overview
      • 7.7.3 Databricks Machine Learning Operation Technology Introduction
      • 7.7.4 Databricks Revenue in Machine Learning Operation Technology Business (2017-2022)
      • 7.7.5 Databricks Recent Development
    • 7.8 DataRobot, Inc.
      • 7.8.1 DataRobot, Inc. Company Details
      • 7.8.2 DataRobot, Inc. Business Overview
      • 7.8.3 DataRobot, Inc. Machine Learning Operation Technology Introduction
      • 7.8.4 DataRobot, Inc. Revenue in Machine Learning Operation Technology Business (2017-2022)
      • 7.8.5 DataRobot, Inc. Recent Development
    • 7.9 Cloudera
      • 7.9.1 Cloudera Company Details
      • 7.9.2 Cloudera Business Overview
      • 7.9.3 Cloudera Machine Learning Operation Technology Introduction
      • 7.9.4 Cloudera Revenue in Machine Learning Operation Technology Business (2017-2022)
      • 7.9.5 Cloudera Recent Development
    • 7.10 Modzy
      • 7.10.1 Modzy Company Details
      • 7.10.2 Modzy Business Overview
      • 7.10.3 Modzy Machine Learning Operation Technology Introduction
      • 7.10.4 Modzy Revenue in Machine Learning Operation Technology Business (2017-2022)
      • 7.10.5 Modzy Recent Development
    • 7.11 Algorithmia
      • 7.11.1 Algorithmia Company Details
      • 7.11.2 Algorithmia Business Overview
      • 7.11.3 Algorithmia Machine Learning Operation Technology Introduction
      • 7.11.4 Algorithmia Revenue in Machine Learning Operation Technology Business (2017-2022)
      • 7.11.5 Algorithmia Recent Development
    • 7.12 HPE
      • 7.12.1 HPE Company Details
      • 7.12.2 HPE Business Overview
      • 7.12.3 HPE Machine Learning Operation Technology Introduction
      • 7.12.4 HPE Revenue in Machine Learning Operation Technology Business (2017-2022)
      • 7.12.5 HPE Recent Development
    • 7.13 Valohai
      • 7.13.1 Valohai Company Details
      • 7.13.2 Valohai Business Overview
      • 7.13.3 Valohai Machine Learning Operation Technology Introduction
      • 7.13.4 Valohai Revenue in Machine Learning Operation Technology Business (2017-2022)
      • 7.13.5 Valohai Recent Development
    • 7.14 Allegro AI
      • 7.14.1 Allegro AI Company Details
      • 7.14.2 Allegro AI Business Overview
      • 7.14.3 Allegro AI Machine Learning Operation Technology Introduction
      • 7.14.4 Allegro AI Revenue in Machine Learning Operation Technology Business (2017-2022)
      • 7.14.5 Allegro AI Recent Development
    • 7.15 Comet
      • 7.15.1 Comet Company Details
      • 7.15.2 Comet Business Overview
      • 7.15.3 Comet Machine Learning Operation Technology Introduction
      • 7.15.4 Comet Revenue in Machine Learning Operation Technology Business (2017-2022)
      • 7.15.5 Comet Recent Development
    • 7.16 FloydHub
      • 7.16.1 FloydHub Company Details
      • 7.16.2 FloydHub Business Overview
      • 7.16.3 FloydHub Machine Learning Operation Technology Introduction
      • 7.16.4 FloydHub Revenue in Machine Learning Operation Technology Business (2017-2022)
      • 7.16.5 FloydHub Recent Development
    • 7.17 Paperpace
      • 7.17.1 Paperpace Company Details
      • 7.17.2 Paperpace Business Overview
      • 7.17.3 Paperpace Machine Learning Operation Technology Introduction
      • 7.17.4 Paperpace Revenue in Machine Learning Operation Technology Business (2017-2022)
      • 7.17.5 Paperpace Recent Development
    • 7.18 Cnvrg.io
      • 7.18.1 Cnvrg.io Company Details
      • 7.18.2 Cnvrg.io Business Overview
      • 7.18.3 Cnvrg.io Machine Learning Operation Technology Introduction
      • 7.18.4 Cnvrg.io Revenue in Machine Learning Operation Technology Business (2017-2022)
      • 7.18.5 Cnvrg.io Recent Development

    8 Research Findings and Conclusion

      9 Appendix

      • 9.1 Research Methodology
        • 9.1.1 Methodology/Research Approach
        • 9.1.2 Data Source
      • 9.2 Author Details

      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
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