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Machine Learning as a Service Market

Machine Learning as a Service Market (Component: Software Tools and Services; Application; Enterprise Size; and End-user) - Global Industry Analysis, Size, Share, Growth, Trends, and Forecast, 2021-2031

Machine Learning as a Service Market Outlook 2031

  • The global machine learning as a service market was valued at US$ 3.9 Bn in 2020
  • It is estimated to expand at a CAGR of 36.10% from 2021 to 2031
  • The global machine learning as a service market is expected to cross the value of US$ 118.4 Bn by the end of 2031

Analysts’ Viewpoint on Machine Learning as a Service Market Scenario

Companies in the machine learning as a service market are concentrating on essential industries such as health-tech, BFSI, and telecommunications to establish stable revenue streams post the coronavirus period. However, technological errors and shortage of skilled professionals with machine learning expertise seem to be one of the major restraining factors in the adoption of machine learning by organizations. This is creating hurdles in the implementation of machine learning as a service platforms. In addition, the lack of data security due to shortage of equipment negatively impacts the growth of the market. Hence, participants in the machine learning as a service market should join forces with government and regulatory organizations to standardize the MLaaS industry.

Adoption of IoT in Business Operations Contributing to Market Expansion

An uptick in the adoption of IoT (Internet of Things)-based applications is generating huge demand for machine learning (ML) to ensure the accuracy of business operations using IoT platforms. Thus, integration of the IoT technology within different industry verticals helps to provide better customer experiences. This factor is estimated to boost the growth of the machine learning as a service market. The growing demand for adoption of artificial intelligence (AI)-based solutions among small & medium enterprises (SMEs) to improve efficiency and productivity is expected to propel the machine learning as a service market.

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Long-term Value-grab Opportunities in Health-tech Benefitting Stakeholders Post COVID-19 Crisis

The healthcare industry is opening up new opportunities for stakeholders in the machine learning as a service market during the ongoing COVID-19 fallout. Apart from the growing adoption of cloud-based technologies by small & medium businesses (SMBs), the desire to understand each individual independently and serve accordingly is further augmenting growth in the global machine learning as a service market.

With an ability to bifurcate different clientele, vendors are able to provide personalized services and develop a brand name for themselves. The market for MLaaS (Machine Learning as a Service) is also expected to gain traction from emerging application possibilities with technological advancements, increased investment across the healthcare industry, and increase in data from IoT platforms.

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Lack of Skilled Consultants and Compliance Issues May Affect Market Growth

The growing adoption of cloud technologies using desirable delivery models in different industry verticals helps developers to provide efficient cloud-based solutions to handle business operations. As more SMBs in the machine learning as a service market implement cloud-based services, the time-consuming process of machine learning integration will become much less time-consuming. By eliminating repetitive tasks, it helps to boost an enterprise's productivity without hiring human resource.

However, lack of skilled consultants, compliance issues, and governmental regulations are some of the restraints curtailing the progress of this market. Hence, market stakeholders should collaborate with government and regulatory authorities to improve standardization in the market landscape.

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Cloud-based Machine Learning as a Service to Witness Uptick in Demand During Forecast Period

MLaaS offers various services for predictive analytics, data visualization, and advanced machine learning algorithms to developers, along with adoption of advance technologies such as cloud and AI in different industry verticals. This helps to deliver machine learning applications to the end users. Such trends are expected to drive the adoption of machine learning as a service throughout the assessment period.

Machine learning as a service is a set of cloud tools that help to modify the daily work data using algorithms. It helps developers to save time, cost, and risk factors generated by the in-house machine learning team. The increasing penetration of the IoT technology among various end users is helping to increase the adoption of machine learning as a service platforms to identify new trends and potential threats or challenges in its implementation.

Dynamic Nature of Retail Industry Fueling Demand for MLaaS

The ever-changing retail sector demands agility as well as better relationships with clients. Therefore, retailers are using machine learning services to create remarkable shopping experiences for customers. Deep-pocketed retailers are hiring analytic consulting firms to gain insights that are useful for marketing purposes.

Smaller retailers are also joining the bandwagon to leverage the power of data to understand customers through cost-effective cloud-based machine learning services. Such findings are translating into incremental opportunities for participants in the machine learning as a service market across the world. With the help of machine learning, the systems or software automatically learn from each promotion sent to a customer, again using that learning or past data in the next iteration.

Machine Learning as a Service Market: Overview

  • The latest research report published by Transparency Market Research pertains to the global machine learning as a service market for the historical period of 2016–2020, and the forecast period from 2021 to 2031
  • Growing adoption of machine learning solutions by various retail and healthcare service providers is expected to boost the machine learning as a service market during the forecast period
  • Increase in adoption of IoT-based applications generates huge demand to ensure the accuracy of operational management using IoT platforms. Thus, integration of IoT technology with different industry verticals helps to provide better customer experiences. This factor is estimated to boost the machine learning as a service market.
  • Growing demand for adoption of artificial intelligence (AI)-based solutions among small and medium enterprises to improve the efficiency and productivity of enterprises is expected to propel the machine learning as a service market

Rising Adoption of Cloud-based Services: Key Driver of Machine Learning as a Service Market

  • Rising integration of cloud technologies using desirable delivery models in different industry verticals helps developers to provide significant cloud-based solutions to handle business operations
  • As more small and medium businesses implement cloud-based services, the time-consuming process of machine learning will become much less time-consuming. By eliminating repetitive tasks, it helps to boost an enterprise's productivity without requiring expertise.
  • Growing adoption of cloud-based technologies in various organization helps to exchange data due to easy ways of making these connections. This allows every individual to access the data within an organization, which increase the cost efficiency of an organization
  • For instance, in May 2021, Google Cloud launched a new managed machine learning platform, Vertex AI, a flexible platform, which helps users to maintain and deploy their AI models as per client requirement
  • As machine learning requires large IT infrastructure to store the data with expensive data analytical tools, cloud service provides larger infrastructure and better security systems for machine learning data by preventing data breach activities
  • These are key factors expected to help propel the machine learning as a service market during the forecast period

Marketing Transformation in Retail Industry

  • The retail sector is dynamic and requires agility as well as better relationships with clients. Therefore, retailers are using machine learning services to create remarkable shopping experiences for customers.
  • Typically, big retailers used to hire analytic consulting firms to gain insights that are useful for marketing purposes. Smaller retailers are able to leverage the power of data to understand customers due to the availability of cost-effective cloud-based machine learning services, which, in turn, is expected to create opportunities for the growth of the machine learning as a service market across the world.
  • With the help of machine learning, systems automatically learn from each promotion sent to a customer, again using that learning in the next iteration
  • Machine learning powered marketing is expected to change the traditional method of promotion and create growth opportunity for the machine learning as a service market
  • Integration of machine learning in the retail sector helps to reduce inventory cost, which helps to improve customer satisfaction. This factor generates significant opportunity for the growth of the machine learning as a service market.

Machine Learning as a Service Market: Competition Landscape

  • Detailed profiles of providers of machine learning as a service have been provided in the market report to evaluate their financials, key product offerings, recent developments, and strategies
  • Key players operating in the global machine learning as a service market are
    • IBM Corporation
    • Google Inc.
    • Hewlett Packard Enterprise Development LP
    • Saleforce
    • Oracle Corporation
    • Amazon Web Services
    • Microsoft Corporation
    • BigMl Inc.
    • FICO
    • Yottamine Analytics
    • Ersatz Labs Inc.
    • Sift-Science

Machine Learning as a Service Market: Key Developments

  • Key players in the machine learning as a service market, such as Microsoft Corporation, BigMl Inc., FICO, Google Inc., and Amazon Web Services are focusing on adopting alternative distribution channels such as online sales to further strengthen their market presence globally. Additionally, players active in the machine learning as a service market are focusing on inorganic growth strategies such as strategic collaborations and merger & acquisition activities with technology partners to improve their offerings and market reach. Some other key developments in the global machine learning as a service market are highlighted below:
    • In December 2021, Cognizant, a key player in the machine learning as a service market acquired Inawisdom, an artificial intelligence, and machine learning (ML) service provider to improve the decision-making ability of businesses using analytics and machine learning platforms
    • In December 2021, Kyndryl, another prominent player in the machine learning as a service market entered into partnership with Google Cloud, to enable digital business transformation by focusing on new business outcomes
    • In May 2019, Microsoft, a key player in the machine learning as a service market introduced new machine learning services ranging from no-code tools to hosted notebooks, with several new APIs and other services in-between using the new machine learning platform ‘Azure”
  • In the global machine learning as a service market report, we have discussed individual strategies, followed by company profiles of providers of machine learning as a service. The ‘Competition Landscape’ section has been included in the report to provide readers with a dashboard view and company market share analysis of key players operating in the global machine learning as a service market.

Machine Learning as a Service Market Snapshot

Attribute

Detail

Market Size Value in 2020

US$ 3.9 Bn

Market Forecast Value in 2031

US$ 118.4 Bn

Growth Rate

36.10%

Forecast Period

2021-2031

Market Analysis

US$ Bn for Value

Key Regions Covered
  • North America
  • Europe
  • Asia Pacific
  • Middle East & Africa
  • South America

Key Countries Covered
  • U.S.
  • Canada
  • Mexico
  • Germany
  • U.K.
  • France
  • Spain
  • Italy
  • China
  • India
  • Japan
  • ASEAN
  • Saudi Arabia
  • United Arab Emirates
  • South Africa
  • Brazil
  • Argentina

Key Market Segments Covered
  • Component
    • Software Tools
    • Services
  • Application
    • Marketing and Advertisement
    • Predictive Maintenance
    • Automated Network Management
    • Fraud Detection and Risk Analytics
    • Others
  • Enterprise Size
    • Small & Medium Enterprises
    • Large Enterprises
  • End-user
    • BFSI
    • IT & Telecom
    • Automotive
    • Healthcare
    • Aerospace & Defense
    • Retail
    • Government
    • Others

Key Companies Profiled
  • Microsoft Corporation
  • IBM Corporation
  • Amazon Web Services
  • Google Inc.
  • Oracle Corporation

Customization Scope

Available upon Request

Pricing

Available upon Request

Machine Learning as a Service Market – Segmentation

TMR’s research study assesses the machine learning as a service market on the basis of component, application, enterprise size, end-user, and region. The report presents extensive market dynamics and progressive trends associated with different segments, and how they influence the growth prospects of the machine learning as a service market.

Component
  • Software Tools
  • Services
Application
  • Marketing and Advertisement
  • Predictive Maintenance
  • Automated Network Management
  • Fraud Detection and Risk Analytics
  • Others
Enterprise Size
  • Small & Medium Enterprises
  • Large Enterprises
End-user
  • BFSI
  • IT & Telecom
  • Automotive
  • Healthcare
  • Aerospace & Defense
  • Retail
  • Government
  • Others
Region
  • North America
  • Europe
  • Asia Pacific
  • Middle East & Africa
  • South America

Frequently Asked Questions

What is the Machine Learning as a Service Market size?

Machine Learning as a Service Market is projected to reach US$ 118.4 Bn by the end of 2031

What is the CAGR for Machine Learning as a Service Market?

Machine Learning as a Service Market is expected to grow at a CAGR of 36.10% during 2021-2031

What is the Study Period of Machine Learning as a Service Market?

Machine Learning as a Service Market is studied from 2021-2031

Who are the key players in the Machine Learning as a Service Market?

Key vendors in the Machine Learning as a Service Market are IBM Corporation, Google Inc., Hewlett Packard Enterprise Development LP, Saleforce, Oracle Corporation, Amazon Web Services, Microsoft Corporation, BigMl Inc., FICO, Yottamine Analytics, Ersatz Labs Inc., and Sift-Science.

Which Region Lead Machine Learning as a Service Market?

North America region Takes Lead in the Machine Learning as a Service Market

    1. Preface

        1.1. Market Introduction

        1.2. Market Segmentation

        1.3. Key Research Objectives

    2. Assumptions and Research Methodology

        2.1. Research Methodology

            2.1.1. List of Primary and Secondary Sources

        2.2. Key Assumptions for Data Modelling

    3. Executive Summary: Global Machine Learning as a Service Market

    4. Market Overview

        4.1. Market Definition

        4.2. Technology/ Product Roadmap

        4.3. Market Factor Analysis

            4.3.1. Forecast Factors

            4.3.2. Ecosystem/ Value Chain Analysis

            4.3.3. Market Dynamics (Growth Influencers)

                4.3.3.1. Drivers

                4.3.3.2. Restraints

                4.3.3.3. Opportunities

                4.3.3.4. Impact Analysis of Drivers and Restraints

        4.4. COVID-19 Impact Analysis

            4.4.1. Impact of COVID-19 on the Machine Learning as a Service Market

            4.4.2. End-user Sentiment Analysis: Comparative Analysis on Spending

                4.4.2.1. Increase in Spending

                4.4.2.2. Decrease in Spending

            4.4.3. Short Term and Long Term Impact on the Market

        4.5. Market Opportunity Assessment – by Region (North America/ Europe/ Asia Pacific/ Middle East & Africa/ South America)

            4.5.1. By Component

            4.5.2. By Application

            4.5.3. By Enterprise Size

            4.5.4. By End-user

    5. Global Machine Learning as a Service Market Analysis and Forecast

        5.1. Market Revenue Analysis (US$ Bn), 2016-2031

            5.1.1. Historic Growth Trends, 2016-2020

            5.1.2. Forecast Trends, 2021-2031

        5.2. Pricing Model Analysis/ Price Trend Analysis

    6. Global Machine Learning as a Service Market Analysis, by Component

        6.1. Overview and Definitions

        6.2. Key Segment Analysis

        6.3. Machine Learning as a Service Market Size (US$ Bn) Forecast, by Component, 2018 - 2031

            6.3.1. Software Tools

            6.3.2. Services

    7. Global Machine Learning as a Service Market Analysis, by Application

        7.1. Overview and Definitions

        7.2. Key Segment Analysis

        7.3. Machine Learning as a Service Market Size (US$ Bn) Forecast, by Application, 2018 - 2031

            7.3.1. Marketing and Advertisement

            7.3.2. Predictive Maintenance

            7.3.3. Automated Network Management

            7.3.4. Fraud Detection and Risk Analytics

            7.3.5. Others

    8. Global Machine Learning as a Service Market Analysis, by Enterprise Size

        8.1. Overview and Definitions

        8.2. Key Segment Analysis

        8.3. Machine Learning as a Service Market Size (US$ Bn) Forecast, by Enterprise Size, 2018 - 2031

            8.3.1. Small & Medium Enterprises

            8.3.2. Large Enterprises

    9. Global Machine Learning as a Service Market Analysis, by End-user

        9.1. Overview and Definitions

        9.2. Key Segment Analysis

        9.3. Machine Learning as a Service Market Size (US$ Bn) Forecast, by End-user, 2018 - 2031

            9.3.1. BFSI

            9.3.2. IT and Telecom

            9.3.3. Automotive

            9.3.4. Healthcare

            9.3.5. Aerospace and Defense

            9.3.6. Retail

            9.3.7. Government

            9.3.8. Others

    10. Global Machine Learning as a Service Market Analysis and Forecasts, by Region

        10.1. Key Findings

        10.2. Market Size (US$ Bn) Forecast by Region, 2018-2031

            10.2.1. North America

            10.2.2. Europe

            10.2.3. Asia Pacific

            10.2.4. Middle East & Africa

            10.2.5. South America

    11. North America Machine Learning as a Service Market Analysis and Forecast

        11.1. Regional Outlook

        11.2. Machine Learning as a Service Market Size (US$ Bn) Analysis and Forecast (2018 - 2031)

            11.2.1. By Component

            11.2.2. By Application

            11.2.3. By Enterprise Size

            11.2.4. By End-user

        11.3. Machine Learning as a Service Market Size (US$ Bn) Forecast, by Country, 2018 - 2031

            11.3.1. U.S.

            11.3.2. Canada

            11.3.3. Mexico

    12. Europe Machine Learning as a Service Market Analysis and Forecast

        12.1. Regional Outlook

        12.2. Machine Learning as a Service Market Size (US$ Bn) Analysis and Forecast (2018 - 2031)

            12.2.1. By Component

            12.2.2. By Application

            12.2.3. By Enterprise Size

            12.2.4. By End-user

        12.3. Machine Learning as a Service Market Size (US$ Bn) Forecast, by Country & Sub-region, 2018 - 2031

            12.3.1. Germany

            12.3.2. UK

            12.3.3. France

            12.3.4. Italy

            12.3.5. Spain

            12.3.6. Rest of Europe

    13. Asia Pacific Machine Learning as a Service Market Analysis and Forecast

        13.1. Regional Outlook

        13.2. Machine Learning as a Service Market Size (US$ Bn) Analysis and Forecast (2018 - 2031)

            13.2.1. By Component

            13.2.2. By Application

            13.2.3. By Enterprise Size

            13.2.4. By End-user

        13.3. Machine Learning as a Service Market Size (US$ Bn) Forecast, by Country & Sub-region, 2018 - 2031

            13.3.1. China

            13.3.2. India

            13.3.3. Japan

            13.3.4. ASEAN

            13.3.5. Rest of Asia Pacific

    14. Middle East & Africa Machine Learning as a Service Market Analysis and Forecast

        14.1. Regional Outlook

        14.2. Machine Learning as a Service Market Size (US$ Bn) Analysis and Forecast (2018 - 2031)

            14.2.1. By Component

            14.2.2. By Application

            14.2.3. By Enterprise Size

            14.2.4. By End-user

        14.3. Machine Learning as a Service Market Size (US$ Bn) Forecast, by Country & Sub-region, 2018 - 2031

            14.3.1. Saudi Arabia

            14.3.2. The United Arab Emirates

            14.3.3. South Africa

            14.3.4. Rest of Middle East & Africa

    15. South America Machine Learning as a Service Market Analysis and Forecast

        15.1. Regional Outlook

        15.2. Machine Learning as a Service Market Size (US$ Bn) Analysis and Forecast (2018 - 2031)

            15.2.1. By Component

            15.2.2. By Application

            15.2.3. By Enterprise Size

            15.2.4. By End-user

        15.3. Machine Learning as a Service Market Size (US$ Bn) Forecast, by Country & Sub-region, 2018 - 2031

            15.3.1. Brazil

            15.3.2. Argentina

            15.3.3. Rest of South America

    16. Competition Landscape

        16.1. Market Competition Matrix, by Leading Players

        16.2. Market Revenue Share Analysis (%), by Leading Players (2020)

        16.3. Competitive Scenario

            16.3.1. List of Emerging, Prominent and Leading Players

            16.3.2. Major Mergers & Acquisitions, Expansions, Partnership, Contacts, Deals, etc.

    17. Company Profiles

        17.1. Amazon Web Services

            17.1.1. Business Overview

            17.1.2. Company Revenue

            17.1.3. Product Portfolio

            17.1.4. Geographic Footprint

            17.1.5. Strategic Partnership, Merger & Acquisition, Business Expansion, New Product Launch, Innovation etc.

        17.2. BigMl Inc.

            17.2.1. Business Overview

            17.2.2. Company Revenue

            17.2.3. Product Portfolio

            17.2.4. Geographic Footprint

            17.2.5. Strategic Partnership, Merger & Acquisition, Business Expansion, New Product Launch, Innovation etc.

        17.3. Domino

            17.3.1. Business Overview

            17.3.2. Company Revenue

            17.3.3. Product Portfolio

            17.3.4. Geographic Footprint

            17.3.5. Strategic Partnership, Merger & Acquisition, Business Expansion, New Product Launch, Innovation etc.

        17.4. Ersatz Labs Inc.

            17.4.1. Business Overview

            17.4.2. Company Revenue

            17.4.3. Product Portfolio

            17.4.4. Geographic Footprint

            17.4.5. Strategic Partnership, Merger & Acquisition, Business Expansion, New Product Launch, Innovation etc.

        17.5. FICO

            17.5.1. Business Overview

            17.5.2. Company Revenue

            17.5.3. Product Portfolio

            17.5.4. Geographic Footprint

            17.5.5. Strategic Partnership, Merger & Acquisition, Business Expansion, New Product Launch, Innovation etc.

        17.6. IBM Corporation

            17.6.1. Business Overview

            17.6.2. Company Revenue

            17.6.3. Product Portfolio

            17.6.4. Geographic Footprint

            17.6.5. Strategic Partnership, Merger & Acquisition, Business Expansion, New Product Launch, Innovation etc.

        17.7. Google Inc.

            17.7.1. Business Overview

            17.7.2. Company Revenue

            17.7.3. Product Portfolio

            17.7.4. Geographic Footprint

            17.7.5. Strategic Partnership, Merger & Acquisition, Business Expansion, New Product Launch, Innovation etc.

        17.8. Hewlett Packard Enterprise Development LP

            17.8.1. Business Overview

            17.8.2. Company Revenue

            17.8.3. Product Portfolio

            17.8.4. Geographic Footprint

            17.8.5. Strategic Partnership, Merger & Acquisition, Business Expansion, New Product Launch, Innovation etc.

        17.9. Saleforce

            17.9.1. Business Overview

            17.9.2. Company Revenue

            17.9.3. Product Portfolio

            17.9.4. Geographic Footprint

            17.9.5. Strategic Partnership, Merger & Acquisition, Business Expansion, New Product Launch, Innovation etc.

        17.10. Sift-Science

            17.10.1. Business Overview

            17.10.2. Company Revenue

            17.10.3. Product Portfolio

            17.10.4. Geographic Footprint

            17.10.5. Strategic Partnership, Merger & Acquisition, Business Expansion, New Product Launch, Innovation etc.

        17.11. Oracle Corporation

            17.11.1. Business Overview

            17.11.2. Company Revenue

            17.11.3. Product Portfolio

            17.11.4. Geographic Footprint

            17.11.5. Strategic Partnership, Merger & Acquisition, Business Expansion, New Product Launch, Innovation etc.

        17.12. Yottamine Analytics

            17.12.1. Business Overview

            17.12.2. Company Revenue

            17.12.3. Product Portfolio

            17.12.4. Geographic Footprint

            17.12.5. Strategic Partnership, Merger & Acquisition, Business Expansion, New Product Launch, Innovation etc.

        17.13. Others

    18. Key Takeaways

    List of Tables

    Table 1: Acronyms Used in Machine Learning as a Service Market

    Table 2: North America Machine Learning as a Service Market Revenue Analysis, by Country, 2021 - 2031 (US$ Bn)

    Table 3: Europe Machine Learning as a Service Market Revenue Analysis, by Country, 2021 - 2031 (US$ Bn)

    Table 4: Asia Pacific Machine Learning as a Service Market Revenue Analysis, by Country, 2021 - 2031 (US$ Bn)

    Table 5: Middle East & Africa Machine Learning as a Service Market Revenue Analysis, by Country, 2021 and 2031 (US$ Bn)

    Table 6: South America Machine Learning as a Service Market Revenue Analysis, by Country, 2021 - 2031 (US$ Bn)

    Table 7: Impact Analysis of Drivers & Restraints

    Table 8: Global Machine Learning as a Service Market Value (US$ Bn) Forecast, by Component, 2018 – 2031

    Table 9: Global Machine Learning as a Service Market Value (US$ Bn) Forecast, by Application, 2018 – 2031

    Table 10: Global Machine Learning as a Service Market Value (US$ Bn) Forecast, by Enterprise Size, 2018 – 2031

    Table 11: Global Machine Learning as a Service Market Value (US$ Bn) Forecast, by End-user, 2018 – 2031

    Table 12: Global Machine Learning as a Service Market Volume (US$ Bn) Forecast, by Region, 2018 – 2031

    Table 13: North America Machine Learning as a Service Market Value (US$ Bn) Forecast, by Component, 2018 – 2031

    Table 14: North America Machine Learning as a Service Market Value (US$ Bn) Forecast, by Application, 2018 – 2031

    Table 15: North America Machine Learning as a Service Market Value (US$ Bn) Forecast, by Enterprise Size, 2018 – 2031

    Table 16: North America Machine Learning as a Service Market Value (US$ Bn) Forecast, by End-user, 2018 – 2031

    Table 17: North America Machine Learning as a Service Market Value (US$ Bn) Forecast, by Country, 2018 - 2031

    Table 18: U.S. Machine Learning as a Service Market Revenue CAGR Breakdown (%), by Growth Term

    Table 19: Canada Machine Learning as a Service Market Revenue CAGR Breakdown (%), by Growth Term

    Table 20: Mexico Machine Learning as a Service Market Revenue CAGR Breakdown (%), by Growth Term

    Table 21: Europe Machine Learning as a Service Market Value (US$ Bn) Forecast, by Component, 2018 – 2031

    Table 22: Europe Machine Learning as a Service Market Value (US$ Bn) Forecast, by Application, 2018 – 2031

    Table 23: Europe Machine Learning as a Service Market Value (US$ Bn) Forecast, by Enterprise Size, 2018 – 2031

    Table 24: Europe Machine Learning as a Service Market Value (US$ Bn) Forecast, by End-user, 2018 – 2031

    Table 25: Europe Machine Learning as a Service Market Value (US$ Bn) Forecast, by Country, 2018 - 2031

    Table 26: Germany Machine Learning as a Service Market Revenue CAGR Breakdown (%), by Growth Term

    Table 27: U.K. Machine Learning as a Service Market Revenue CAGR Breakdown (%), by Growth Term

    Table 28: France Machine Learning as a Service Market Revenue CAGR Breakdown (%), by Growth Term

    Table 29: Spain Machine Learning as a Service Market Revenue CAGR Breakdown (%), by Growth Term

    Table 30: Italy Machine Learning as a Service Market Revenue CAGR Breakdown (%), by Growth Term

    Table 31: Asia Pacific Machine Learning as a Service Market Value (US$ Bn) Forecast, by Component, 2018 – 2031

    Table 32: Asia Pacific Machine Learning as a Service Market Value (US$ Bn) Forecast, by Application, 2018 – 2031

    Table 33: Asia Pacific Machine Learning as a Service Market Value (US$ Bn) Forecast, by Enterprise Size, 2018 – 2031

    Table 34: Asia Pacific Machine Learning as a Service Market Value (US$ Bn) Forecast, by End-user, 2018 – 2031

    Table 35: Asia Pacific Machine Learning as a Service Market Value (US$ Bn) Forecast, by Country, 2018 - 2031

    Table 36: China Machine Learning as a Service Market Revenue CAGR Breakdown (%), by Growth Term

    Table 37: India Machine Learning as a Service Market Revenue CAGR Breakdown (%), by Growth Term

    Table 38: Japan Machine Learning as a Service Market Revenue CAGR Breakdown (%), by Growth Term

    Table 39: ASEAN Machine Learning as a Service Market Revenue CAGR Breakdown (%), by Growth Term

    Table 40: Middle East & Africa Machine Learning as a Service Market Value (US$ Bn) Forecast, by Component, 2018 – 2031

    Table 41: Middle East & Africa Machine Learning as a Service Market Value (US$ Bn) Forecast, by Application, 2018 – 2031

    Table 42: Middle East & Africa Machine Learning as a Service Market Value (US$ Bn) Forecast, by Enterprise Size, 2018 – 2031

    Table 43: Middle East & Africa Machine Learning as a Service Market Value (US$ Bn) Forecast, by End-user, 2018 – 2031

    Table 44: Middle East & Africa Machine Learning as a Service Market Value (US$ Bn) Forecast, by Country, 2018 - 2031

    Table 45: Saudi Arabia Machine Learning as a Service Market Revenue CAGR Breakdown (%), by Growth Term

    Table 46: U.A.E. Machine Learning as a Service Market Revenue CAGR Breakdown (%), by Growth Term

    Table 47: South Africa Machine Learning as a Service Market Revenue CAGR Breakdown (%), by Growth Term

    Table 48: South America Machine Learning as a Service Market Value (US$ Bn) Forecast, by Component, 2018 – 2031

    Table 49: South America Machine Learning as a Service Market Value (US$ Bn) Forecast, by Enterprise Size, 2018 – 2031

    Table 50: South America Machine Learning as a Service Market Value (US$ Bn) Forecast, by End-user, 2018 – 2031

    Table 51: South America Machine Learning as a Service Market Value (US$ Bn) Forecast, by Country, 2018 - 2031

    Table 52: Brazil Machine Learning as a Service Market Revenue CAGR Breakdown (%), by Growth Term

    Table 53: Argentina Machine Learning as a Service Market Revenue CAGR Breakdown (%), by Growth Term

    Table 54: Mergers & Acquisitions, Expansions (1/4)

    Table 55: Mergers & Acquisitions, Expansions (2/4)

    Table 56: Mergers & Acquisitions, Expansions (3/4)

    Table 57: Mergers & Acquisitions, Expansions (4/4)

    List of Figures

    Figure 1: Global Machine Learning as a Service Market Size (US$ Bn) Forecast, 2018–2031

    Figure 2: Global Machine Learning as a Service Market Revenue (US$ Bn) Opportunity Assessment, by Region, 2021E

    Figure 3: Top Segment Analysis of Machine Learning as a Service Market

    Figure 4: Global Machine Learning as a Service Market Revenue (US$ Bn) Opportunity Assessment, by Region, 2031F

    Figure 5: Global Machine Learning as a Service Market Attractiveness Assessment, by Component

    Figure 6: Global Machine Learning as a Service Market Attractiveness Assessment, by Application

    Figure 7: Global Machine Learning as a Service Market Attractiveness Assessment, by Enterprise Size

    Figure 8: Global Machine Learning as a Service Market Attractiveness Assessment, by End-user

    Figure 9: Global Machine Learning as a Service Market Attractiveness Assessment, by Region

    Figure 10: Global Machine Learning as a Service Market Revenue (US$ Bn) Historic Trends, 2016 - 2020

    Figure 11: Global Machine Learning as a Service Market Revenue Opportunity (US$ Bn) Historic Trends, 2016 - 2020

    Figure 12: Global l Machine Learning as a Service Market Value Share Analysis, by Component, 2021

    Figure 13: Global Machine Learning as a Service Market Value Share Analysis, by Component, 2031

    Figure 14: Global Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Software Tool, 2021 – 2031

    Figure 15: Global Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Services, 2021 – 2031

    Figure 16: Global Machine Learning as a Service Market Value Share Analysis, by Application, 2021

    Figure 17: Global Machine Learning as a Service Market Value Share Analysis, by Application, 2031

    Figure 18: Global Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Marketing and Advertisement, 2021 – 2031

    Figure 19: Global Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Predictive Maintenance, 2021 – 2031

    Figure 20: Global Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Automated Network Management, 2021 – 2031

    Figure 21: Global Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Fraud Detection and Risk Analytics, 2021 – 2031

    Figure 22: Global Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Others, 2021

    Figure 23: Global Machine Learning as a Service Market Value Share Analysis, by Enterprise Size, 2021

    Figure 24: Global Machine Learning as a Service Market Value Share Analysis, by Enterprise Size, 2031

    Figure 25: Global Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Small and Medium Sized Enterprises, 2021 – 2031

    Figure 26: Global Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Large Enterprises, 2021 – 2031

    Figure 27: Global Machine Learning as a Service Market Value Share Analysis, by End-user, 2021

    Figure 28: Global Machine Learning as a Service Market Value Share Analysis, by End-user, 2031

    Figure 29: Global Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by BFSI, 2021 – 2031

    Figure 30: Global Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by IT & Telecom, 2021 – 2031

    Figure 31: Global Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Automotive , 2021 – 2031

    Figure 32: Global Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Healthcare, 2021 – 2031

    Figure 33: Global Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Aerospace & Defense, 2021 – 2031

    Figure 34: Global Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Retail, 2021 – 2031

    Figure 35: Global Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Government, 2021 – 2031

    Figure 36: Global Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Others, 2021 – 2031

    Figure 37: Global Machine Learning as a Service Market Opportunity (US$ Bn), by Region

    Figure 38: Global Machine Learning as a Service Market Opportunity Share (%), by Region, 2021–2031

    Figure 39: Global Machine Learning as a Service Market Size (US$ Bn), by Region, 2021 & 2031

    Figure 40: Global Machine Learning as a Service Market Value Share Analysis, by Region, 2021

    Figure 41: Global Machine Learning as a Service Market Value Share Analysis, by Region, 2031

    Figure 42: North America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), 2021 – 2031

    Figure 43: Europe Machine Learning as a Service Market Absolute Opportunity (US$ Bn), 2021 – 2031

    Figure 44: Asia Pacific Machine Learning as a Service Market Absolute Opportunity (US$ Bn), 2021 – 2031

    Figure 45: Middle East & Africa Machine Learning as a Service Market Absolute Opportunity (US$ Bn), 2021 – 2031

    Figure 46: South America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), 2021 – 2031

    Figure 47: North America Machine Learning as a Service Revenue Opportunity Share, by Component

    Figure 48: North America Machine Learning as a Service Revenue Opportunity Share, by Application

    Figure 49: North America Machine Learning as a Service Revenue Opportunity Share, by Enterprise Size

    Figure 50: North America Machine Learning as a Service Revenue Opportunity Share, by End-user

    Figure 51: North America l Machine Learning as a Service Market Value Share Analysis, by Component, 2021

    Figure 52: North America Machine Learning as a Service Market Value Share Analysis, by Component, 2031

    Figure 53: North America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Software Tool, 2021 – 2031

    Figure 54: North America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Services, 2021 – 2031

    Figure 55: North America Machine Learning as a Service Market Value Share Analysis, by Application, 2021

    Figure 56: North America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Marketing and Advertisement, 2021 – 2031

    Figure 57: North America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Predictive Maintenance, 2021 – 2031

    Figure 58: North America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Automated Network Management, 2021 – 2031

    Figure 59: North America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Fraud Detection and Risk Analytics, 2021 – 2031

    Figure 60: North America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Others, 2021

    Figure 61: North America Machine Learning as a Service Market Value Share Analysis, by Enterprise Size, 2031

    Figure 62: North America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Small and Medium Sized Enterprises, 2021 – 2031

    Figure 63: North America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Large Enterprises, 2021 – 2031

    Figure 64: North America Machine Learning as a Service Market Value Share Analysis, by End-user, 2021

    Figure 65: North America Machine Learning as a Service Market Value Share Analysis, by End-user, 2031

    Figure 66: North America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by IT & Telecom, 2021 – 2031

    Figure 67: North America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Automotive , 2021 – 2031

    Figure 68: North America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Healthcare, 2021 – 2031

    Figure 69: North America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Aerospace & Defense, 2021 – 2031

    Figure 70: North America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Retail, 2021 – 2031

    Figure 71: North America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Government, 2021 – 2031

    Figure 72: North America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Others, 2021 – 2031

    Figure 73: North America Machine Learning as a Service Market Value Share Analysis, by Country, 2021

    Figure 74: North America Machine Learning as a Service Market Value Share Analysis, by Country, 2031

    Figure 75: U.S. Machine Learning as a Service Market Opportunity Growth Analysis (US$ Bn) Forecast, 2021 – 2031

    Figure 76: Canada Machine Learning as a Service Market Opportunity Growth Analysis (US$ Bn) Forecast, 2021 – 2031

    Figure 77: Mexico Machine Learning as a Service Market Opportunity Growth Analysis (US$ Bn) Forecast, 2021 – 2031

    Figure 78: Europe Machine Learning as a Service Revenue Opportunity Share, by Component

    Figure 79: Europe Machine Learning as a Service Revenue Opportunity Share, by Application

    Figure 80: Europe Machine Learning as a Service Revenue Opportunity Share, by Enterprise Size

    Figure 81: Europe Machine Learning as a Service Revenue Opportunity Share, by End-user

    Figure 82: Europe l Machine Learning as a Service Market Value Share Analysis, by Component, 2021

    Figure 83: Europe Machine Learning as a Service Market Value Share Analysis, by Component, 2031

    Figure 84: Europe Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Software Tool, 2021 – 2031

    Figure 85: Europe Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Services, 2021 – 2031

    Figure 86: Europe Machine Learning as a Service Market Value Share Analysis, by Application, 2021

    Figure 87: Europe Machine Learning as a Service Market Value Share Analysis, by Application, 2031

    Figure 88: Europe Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Marketing and Advertisement, 2021 – 2031

    Figure 89: Europe Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Predictive Maintenance, 2021 – 2031

    Figure 90: Europe Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Automated Network Management, 2021 – 2031

    Figure 91: Europe Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Fraud Detection and Risk Analytics, 2021 – 2031

    Figure 92: Europe Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Others, 2021

    Figure 93: Europe Machine Learning as a Service Market Value Share Analysis, by Enterprise Size, 2021

    Figure 94: Europe Machine Learning as a Service Market Value Share Analysis, by Enterprise Size, 2021

    Figure 95: Europe Machine Learning as a Service Market Value Share Analysis, by Enterprise Size, 2031

    Figure 96: Europe Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Small and Medium Sized Enterprises, 2021 – 2031

    Figure 97: Europe Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Large Enterprises, 2021 – 2031

    Figure 98: Europe Machine Learning as a Service Market Value Share Analysis, by End-user, 2021

    Figure 99: Europe Machine Learning as a Service Market Value Share Analysis, by End-user, 2031

    Figure 100: Europe Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by BFSI, 2021 – 2031

    Figure 101: Europe Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by IT & Telecom, 2021 – 2031

    Figure 102: Europe Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Automotive , 2021 – 2031

    Figure 103: Europe Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Healthcare, 2021 – 2031

    Figure 104: Europe Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Aerospace & Defense, 2021 – 2031

    Figure 105: Europe Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Retail, 2021 – 2031

    Figure 106: Europe Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Government, 2021 – 2031

    Figure 107: Europe Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Others, 2021 – 2031

    Figure 108: Europe Machine Learning as a Service Market Value Share Analysis, by Country, 2021

    Figure 109: Europe Machine Learning as a Service Market Value Share Analysis, by Country, 2031

    Figure 110: Germany Machine Learning as a Service Market Opportunity Growth Analysis (US$ Bn) Forecast, 2021 – 2031

    Figure 111: U.K. Machine Learning as a Service Market Opportunity Growth Analysis (US$ Bn) Forecast, 2021 – 2031

    Figure 112: France Machine Learning as a Service Market Opportunity Growth Analysis (US$ Bn) Forecast, 2021 – 2031

    Figure 113: Spain Machine Learning as a Service Market Opportunity Growth Analysis (US$ Bn) Forecast, 2021 – 2031

    Figure 114: Italy Machine Learning as a Service Market Opportunity Growth Analysis (US$ Bn) Forecast, 2021 – 2031

    Figure 115: Asia Pacific Machine Learning as a Service Revenue Opportunity Share, by Component

    Figure 116: Asia Pacific Machine Learning as a Service Revenue Opportunity Share, by Application

    Figure 117: Asia Pacific Machine Learning as a Service Revenue Opportunity Share, by Enterprise Size

    Figure 118: Asia Pacific Machine Learning as a Service Revenue Opportunity Share, by End-user

    Figure 119: Asia Pacific l Machine Learning as a Service Market Value Share Analysis, by Component, 2021

    Figure 120: Asia Pacific Machine Learning as a Service Market Value Share Analysis, by Component, 2031

    Figure 121: Asia Pacific Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Software Tool, 2021 – 2031

    Figure 122: Asia Pacific Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Services, 2021 – 2031

    Figure 123: Asia Pacific Machine Learning as a Service Market Value Share Analysis, by Application, 2021

    Figure 124: Asia Pacific Machine Learning as a Service Market Value Share Analysis, by Application, 2031

    Figure 125: Asia Pacific Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Marketing and Advertisement, 2021 – 2031

    Figure 126: Asia Pacific Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Predictive Maintenance, 2021 – 2031

    Figure 127: Asia Pacific Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Automated Network Management, 2021 – 2031

    Figure 128: Asia Pacific Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Fraud Detection and Risk Analytics, 2021 – 2031

    Figure 129: Asia Pacific Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Others, 2021

    Figure 130: Asia Pacific Machine Learning as a Service Market Value Share Analysis, by Enterprise Size, 2021

    Figure 131: Asia Pacific Machine Learning as a Service Market Value Share Analysis, by Enterprise Size, 2031

    Figure 132: Asia Pacific Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Small and Medium Sized Enterprises, 2021 – 2031

    Figure 133: Asia Pacific Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Large Enterprises, 2021 – 2031

    Figure 134: Asia Pacific Machine Learning as a Service Market Value Share Analysis, by End-user, 2021

    Figure 135: Asia Pacific Machine Learning as a Service Market Value Share Analysis, by End-user, 2031

    Figure 136: Asia Pacific Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by BFSI, 2021 – 2031

    Figure 137: Asia Pacific Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by IT & Telecom, 2021 – 2031

    Figure 138: Asia Pacific Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Automotive , 2021 – 2031

    Figure 139: Asia Pacific Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Healthcare, 2021 – 2031

    Figure 140: Asia Pacific Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Aerospace & Defense, 2021 – 2031

    Figure 141: Asia Pacific Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Retail, 2021 – 2031

    Figure 142: Asia Pacific Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Government, 2021 – 2031

    Figure 143: Asia Pacific Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Others, 2021 – 2031

    Figure 144: Asia Pacific Machine Learning as a Service Market Value Share Analysis, by Country, 2021

    Figure 145: Asia Pacific Machine Learning as a Service Market Value Share Analysis, by Country, 2031

    Figure 146: China Machine Learning as a Service Market Opportunity Growth Analysis (US$ Bn) Forecast, 2021 – 2031

    Figure 147: India Machine Learning as a Service Market Opportunity Growth Analysis (US$ Bn) Forecast, 2021 – 2031

    Figure 148: Japan Machine Learning as a Service Market Opportunity Growth Analysis (US$ Bn) Forecast, 2021 – 2031

    Figure 149: ASEAN Machine Learning as a Service Market Opportunity Growth Analysis (US$ Bn) Forecast, 2021 – 2031

    Figure 150: Middle East & Africa Machine Learning as a Service Revenue Opportunity Share, by Component

    Figure 151: Middle East & Africa Machine Learning as a Service Revenue Opportunity Share, by Application

    Figure 152: Middle East & Africa Machine Learning as a Service Revenue Opportunity Share, by Enterprise Size

    Figure 153: Middle East & Africa Machine Learning as a Service Revenue Opportunity Share, by End-user

    Figure 154: Middle East & Africa l Machine Learning as a Service Market Value Share Analysis, by Component, 2021

    Figure 155: Middle East & Africa Machine Learning as a Service Market Value Share Analysis, by Component, 2031

    Figure 156: Middle East & Africa Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Software Tool, 2021 – 2031

    Figure 157: Middle East & Africa Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Services, 2021 – 2031

    Figure 158: Middle East & Africa Machine Learning as a Service Market Value Share Analysis, by Application, 2021

    Figure 159: Middle East & Africa Machine Learning as a Service Market Value Share Analysis, by Application, 2031

    Figure 160: Middle East & Africa Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Marketing and Advertisement, 2021 – 2031

    Figure 161: Middle East & Africa Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Predictive Maintenance, 2021 – 2031

    Figure 162: Middle East & Africa Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Automated Network Management, 2021 – 2031

    Figure 163: Middle East & Africa Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Fraud Detection and Risk Analytics, 2021 – 2031

    Figure 164: Middle East & Africa Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Others, 2021

    Figure 165: Middle East & Africa Machine Learning as a Service Market Value Share Analysis, by Enterprise Size, 2021

    Figure 166: Middle East & Africa Machine Learning as a Service Market Value Share Analysis, by Enterprise Size, 2031

    Figure 167: Middle East & Africa Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Small and Medium Sized Enterprises, 2021 – 2031

    Figure 168: Middle East & Africa Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Large Enterprises, 2021 – 2031

    Figure 169: Middle East & Africa Machine Learning as a Service Market Value Share Analysis, by End-user, 2021

    Figure 170: Middle East & Africa Machine Learning as a Service Market Value Share Analysis, by End-user, 2031

    Figure 171: Middle East & Africa Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by BFSI, 2021 – 2031

    Figure 172: Middle East & Africa Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by IT & Telecom, 2021 – 2031

    Figure 173: Middle East & Africa Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Automotive , 2021 – 2031

    Figure 174: Middle East & Africa Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Healthcare, 2021 – 2031

    Figure 175: Middle East & Africa Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Aerospace & Defense, 2021 – 2031

    Figure 176: Middle Middle East & Africa Pacific Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Government, 2021 – 2031

    Figure 177: Middle East & Africa Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Others, 2021 – 2031

    Figure 178: Middle East & Africa Machine Learning as a Service Market Value Share Analysis, by Country, 2021

    Figure 179: Middle East & Africa Machine Learning as a Service Market Value Share Analysis, by Country, 2031

    Figure 180: Saudi Arabia Machine Learning as a Service Market Opportunity Growth Analysis (US$ Bn) Forecast, 2021 – 2031

    Figure 181: U.A.E. Machine Learning as a Service Market Opportunity Growth Analysis (US$ Bn) Forecast, 2021 – 2031

    Figure 182: South Africa Machine Learning as a Service Market Opportunity Growth Analysis (US$ Bn) Forecast, 2021 – 2031

    Figure 183: South America Machine Learning as a Service Revenue Opportunity Share, by Component

    Figure 184: South America Machine Learning as a Service Revenue Opportunity Share, by Application

    Figure 185: South America Machine Learning as a Service Revenue Opportunity Share, by Enterprise Size

    Figure 186: South America Machine Learning as a Service Revenue Opportunity Share, by End-user

    Figure 187: South America Machine Learning as a Service Market Value Share Analysis, by Component, 2021

    Figure 188: South America Machine Learning as a Service Market Value Share Analysis, by Component, 2031

    Figure 189: South America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Software Tool, 2021 – 2031

    Figure 190: South America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Services, 2021 – 2031

    Figure 191: South America Machine Learning as a Service Market Value Share Analysis, by Application, 2021

    Figure 192: South America Machine Learning as a Service Market Value Share Analysis, by Application, 2031

    Figure 193: South America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Marketing and Advertisement, 2021 – 2031

    Figure 194: South America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Predictive Maintenance, 2021 – 2031

    Figure 195: South America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Automated Network Management, 2021 – 2031

    Figure 196: South America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Fraud Detection and Risk Analytics, 2021 – 2031

    Figure 197: South America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Others, 2021

    Figure 198: South America Machine Learning as a Service Market Value Share Analysis, by Enterprise Size, 2021

    Figure 199: South America Machine Learning as a Service Market Value Share Analysis, by Enterprise Size, 2031

    Figure 200: South America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Small and Medium Sized Enterprises, 2021 – 2031

    Figure 201: South America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Large Enterprises, 2021 – 2031

    Figure 202: South America Machine Learning as a Service Market Value Share Analysis, by End-user, 2021

    Figure 203: South America Machine Learning as a Service Market Value Share Analysis, by End-user, 2031

    Figure 204: South America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by BFSI, 2021 – 2031

    Figure 205: South America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by IT & Telecom, 2021 – 2031

    Figure 206: South America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Automotive , 2021 – 2031

    Figure 207: South America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Healthcare, 2021 – 2031

    Figure 208: South America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Aerospace & Defense, 2021 – 2031

    Figure 209: South America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Government, 2021 – 2031

    Figure 210: South America Machine Learning as a Service Market Absolute Opportunity (US$ Bn), by Others, 2021 – 2031

    Figure 211: South America Machine Learning as a Service Market Value Share Analysis, by Country, 2021

    Figure 212: South America Machine Learning as a Service Market Value Share Analysis, by Country, 2031

    Figure 213: Brazil Machine Learning as a Service Market Opportunity Growth Analysis (US$ Bn) Forecast, 2021 – 2031

    Figure 214: Argentina Machine Learning as a Service Market Opportunity Growth Analysis (US$ Bn) Forecast, 2021 – 2031

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Machine Learning as a Service Market

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