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.
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.
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.
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.
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.
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.
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 |
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Key Countries Covered |
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Key Market Segments Covered |
|
Key Companies Profiled |
|
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 |
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Application |
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Enterprise Size |
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End-user |
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Region |
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Machine Learning as a Service Market is projected to reach US$ 118.4 Bn by the end of 2031
Machine Learning as a Service Market is expected to grow at a CAGR of 36.10% during 2021-2031
Machine Learning as a Service Market is studied from 2021-2031
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.
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