世界の機械学習(マシンラーニング/ML) 市場:2028年までの予測

出版:QYResearch(QYリサーチ) 出版年月:2022年11月

Global Machine Learning Market Insights and Forecast to 2028
世界の機械学習(マシンラーニング/ML) 市場インサイト:2028年までの予測

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Market Analysis and Insights: Global Machine Learning Market
Due to the COVID-19 pandemic and Russia-Ukraine War Influence, the global market for Machine Learning estimated at US$ 21,035.50 million in the year 2022, is projected to reach a revised size of US$ 140,621.79 million by 2028, growing at a CAGR of 37.25% during the forecast period 2022-2028.
The North America market for Machine Learning is estimated to increase from $ 7,756.93 million in 2022 to reach $ 46,463.73 million by 2028, at a CAGR of 34.58% during the forecast period of 2022 through 2028.
The Asia-Pacific market for Machine Learning is estimated to increase from $ 6,236.61 million in 2022 to reach $ 45,668.13 million by 2028, at a CAGR of 39.34% during the forecast period of 2022 through 2028.
The Europe market for Machine Learning is estimated to increase from $ 5,146.41 million in 2022 to reach $ 35,904.59 million by 2028, at a CAGR of 38.64% during the forecast period of 2022 through 2028.
The global key companies of Machine Learning include IBM, Dell, HPE, Oracle, Google, etc. In 2021, the global top five players had a share approximately 31.34% in terms of revenue.
Report Includes
This report presents an overview of global market for Machine Learning market size. Analyses of the global market trends, with historic market revenue data for 2017 – 2021, estimates for 2022, and projections of CAGR through 2028.
This report researches the key producers of Machine Learning, also provides the revenue of main regions and countries. Highlights of the upcoming market potential for Machine Learning, and key regions/countries of focus to forecast this market into various segments and sub-segments. Country specific data and market value analysis for the U.S., Canada, Mexico, Brazil, China, Japan, South Korea, Southeast Asia, India, Germany, the U.K., Italy, Middle East, Africa, and Other Countries.
This report focuses on the Machine Learning revenue, market share and industry ranking of main companies, data from 2017 to 2022. Identification of the major stakeholders in the global Machine Learning market, and analysis of their competitive landscape and market positioning based on recent developments and segmental revenues. This report will help stakeholders to understand the competitive landscape and gain more insights and position their businesses and market strategies in a better way.
This report analyzes the segments data by Type and by Application, revenue, and growth rate, from 2017 to 2028. Evaluation and forecast the market size for Machine Learning revenue, projected growth trends, production technology, application and end-user industry.
Descriptive company profiles of the major global players, including IBM, Microsoft Corporation, SAP SE, Intel Corporation, SAS Institute Inc., Amazon Web Services, Inc., BigML, Inc., Google Inc., and Fair Isaac Corporation, etc.

By Company
IBM
Dell
HPE
Oracle
Google
SAP
SAS Institute
Fair Isaac Corporation (FICO)
Baidu
Intel
Amazon Web Services
Microsoft
Yottamine Analytics
H2O.ai
Databricks
BigML
Dataiku
Veritone

Segment by Type
Supervised Learning
Semi-supervised Learning
Unsupervised Learning
Reinforcement Learning

Segment by Application
Marketing and Advertising
Fraud Detection and Risk Management
Computer Vision
Security and Surveillance
Predictive Analytics
Augmented and Virtual Reality
Others

By Region
North America
United States
Canada
Asia-Pacific
China
Japan
South Korea
Southeast Asia
India
Australia
Rest of Asia
Europe
Germany
France
U.K.
Italy
Russia
Rest of Europe
Latin America
Mexico
Brazil
Rest of Latin America
Middle East & Africa
Saudi Arabia
UAE
Egypt
South Africa
Rest of MEA

Chapter Outline
Chapter 1: Introduces the report scope of the report, executive summary of different market segments (product type, application, etc), including the market size of each market segment, future development potential, and so on. It offers a high-level view of the current state of the market and its likely evolution in the short to mid-term, and long term.
Chapter 2: Revenue of Machine Learning in global and regional level. It provides a quantitative analysis of the market size and development potential of each region and its main countries and introduces the market development, future development prospects, market space, and capacity of each country in the world. This section also introduces the market dynamics, latest developments of the market, the driving factors and restrictive factors of the market, the challenges and risks faced by companies in the industry, and the analysis of relevant policies in the industry.
Chapter 3: Detailed analysis of Machine Learning companies competitive landscape, revenue, market share and industry ranking, latest development plan, merger, and acquisition information, etc.
Chapter 4: Provides the analysis of various market segments by Type, covering the revenue, and development potential of each market segment, to help readers find the blue ocean market in different market segments.
Chapter 5: Provides the analysis of various market segments by Application, covering the revenue, and development potential of each market segment, to help readers find the blue ocean market in different downstream markets.
Chapter 6: North America by Type, by Application and by country, revenue for each segment.
Chapter 7: Europe by Type, by Application and by country, revenue for each segment.
Chapter 8: Asia Pacific by Type, by Application and by region, revenue for each segment.
Chapter 9: Latin America by Type, by Application and by country, revenue for each segment.
Chapter 10: Middle East and Africa by Type, by Application and by country, revenue for each segment.
Chapter 11: Provides profiles of key companies, introducing the basic situation of the main companies in the market in detail, including product descriptions and specifications, Machine Learningrevenue, gross margin, and recent development, etc.
Chapter 12: Analyst’s Viewpoints/Conclusions


目次

Tables and Figures

1 Report Overview 1
1.1 Study Scope 1
1.2 Market Analysis by Type 1
1.2.1 Global Machine Learning Market Size Growth Rate by Type: 2017 VS 2022 VS 2028 1
1.2.2 Supervised Learning 3
1.2.3 Semi-supervised Learning 4
1.2.4 Unsupervised Learning 5
1.2.5 Reinforcement Learning 5
1.3 Market by Application 6
1.3.1 Global Machine Learning Market Share by Application: 2017 VS 2022 VS 2028 7
1.3.2 Marketing and Advertising 8
1.3.3 Fraud Detection and Risk Management 9
1.3.4 Computer Vision 9
1.3.5 Security and Surveillance 9
1.3.6 Predictive Analytics 10
1.3.7 Augmented and Virtual Reality 10
1.3.8 Others 11
1.4 Study Objectives 11
1.5 Years Considered 12
2 Global Growth Trends 13
2.1 Global Machine Learning Market Perspective (2017-2028) 13
2.2 Machine Learning Growth Trends by Region 14
2.2.1 Machine Learning Market Size by Region: 2017 VS 2022 VS 2028 14
2.2.2 Machine Learning Historic Market Size by Region (2017-2022) 15
2.2.3 Machine Learning Forecasted Market Size by Region (2023-2028) 16
2.3 Machine Learning Market Dynamics 16
2.3.1 Machine Learning Industry Trends 16
2.3.2 Machine Learning Market Drivers 18
2.3.3 Machine Learning Market Challenges 19
2.3.4 Machine Learning Market Restraints 23
3 Competition Landscape by Key Players 24
3.1 Global Top Machine Learning Players by Revenue 24
3.1.1 Global Top Machine Learning Players by Revenue (2017-2022) 24
3.1.2 Global Machine Learning Revenue Market Share by Players (2017-2022) 25
3.2 Global Machine Learning Market Share by Company Type (Tier 1, Tier 2, and Tier 3) 26
3.3 Players Covered: Ranking by Machine Learning Revenue 27
3.4 Global Machine Learning Market Concentration Ratio 28
3.4.1 Global Machine Learning Market Concentration Ratio (CR5 and HHI) 28
3.4.2 Global Top 10 and Top 5 Companies by Machine Learning Revenue in 2021 29
3.5 Machine Learning Key Players Head office and Area Served 30
3.6 Key Players Machine Learning Product Solution and Service 31
3.7 Date of Enter into Machine Learning Market 31
3.8 Mergers & Acquisitions, Expansion Plans 32
4 Machine Learning Breakdown Data by Type 35
4.1 Global Machine Learning Historic Market Size by Type (2017-2022) 35
4.2 Global Machine Learning Forecasted Market Size by Type (2023-2028) 36
5 Machine Learning Breakdown Data by Application 37
5.1 Global Machine Learning Historic Market Size by Application (2017-2022) 37
5.2 Global Machine Learning Forecasted Market Size by Application (2023-2028) 38
6 North America 39
6.1 North America Machine Learning Market Size (2017-2028) 39
6.2 North America Machine Learning Market Size by Type 39
6.2.1 North America Machine Learning Market Size by Type (2017-2022) 39
6.2.2 North America Machine Learning Market Size by Type (2023-2028) 40
6.2.3 North America Machine Learning Market Share by Type (2017-2028) 40
6.3 North America Machine Learning Market Size by Application 41
6.3.1 North America Machine Learning Market Size by Application (2017-2022) 41
6.3.2 North America Machine Learning Market Size by Application (2023-2028) 41
6.3.3 North America Machine Learning Market Share by Application (2017-2028) 42
6.4 North America Machine Learning Market Size by Country 42
6.4.1 North America Machine Learning Market Size by Country (2017-2022) 42
6.4.2 North America Machine Learning Market Share by Country (2023-2028) 43
6.4.3 United States 44
6.4.4 Canada 44
7 Europe 45
7.1 Europe Machine Learning Market Size (2017-2028) 45
7.2 Europe Machine Learning Market Size by Type 45
7.2.1 Europe Machine Learning Market Size by Type (2017-2022) 45
7.2.2 Europe Machine Learning Market Size by Type (2023-2028) 46
7.2.3 Europe Machine Learning Market Share by Type (2017-2028) 46
7.3 Europe Machine Learning Market Size by Application 46
7.3.1 Europe Machine Learning Market Size by Application (2017-2022) 46
7.3.2 Europe Machine Learning Market Size by Application (2023-2028) 47
7.3.3 Europe Machine Learning Market Share by Application (2017-2028) 48
7.4 Europe Machine Learning Market Size by Country 48
7.4.1 Europe Machine Learning Market Size by Country (2017-2022) 48
7.4.2 Europe Machine Learning Market Size by Country (2023-2028) 49
7.4.3 Germany 50
7.4.4 France 50
7.4.5 U.K. 51
7.4.6 Italy 51
7.4.7 Russia 52
8 Asia-Pacific 53
8.1 Asia-Pacific Machine Learning Market Size (2017-2028) 53
8.2 Asia-Pacific Machine Learning Market Size by Type 53
8.2.1 Asia-Pacific Machine Learning Market Size by Type (2017-2022) 53
8.2.2 Asia-Pacific Machine Learning Market Size by Type (2023-2028) 54
8.2.3 Asia-Pacific Machine Learning Market Share by Type (2017-2028) 54
8.3 Asia-Pacific Machine Learning Market Size by Application 55
8.3.1 Asia-Pacific Machine Learning Market Size by Application (2017-2022) 55
8.3.2 Asia-Pacific Machine Learning Market Size by Application (2023-2028) 55
8.3.3 Asia-Pacific Machine Learning Market Share by Application (2017-2028) 56
8.4 Asia-Pacific Machine Learning Market Size by Region 56
8.4.1 Asia-Pacific Machine Learning Market Size by Region (2017-2022) 56
8.4.2 Asia-Pacific Machine Learning Market Size by Region (2023-2028) 57
8.4.3 China 58
8.4.4 Japan 58
8.4.5 South Korea 59
8.4.6 Southeast Asia 59
8.4.7 India 60
8.4.8 Australia 60
9 Latin America 61
9.1 Latin America Machine Learning Market Size (2017-2028) 61
9.2 Latin America Machine Learning Market Size by Type 61
9.2.1 Latin America Machine Learning Market Size by Type (2017-2022) 61
9.2.2 Latin America Machine Learning Market Size by Type (2023-2028) 62
9.2.3 Latin America Machine Learning Market Share by Type (2017-2028) 62
9.3 Latin America Machine Learning Market Size by Application 63
9.3.1 Latin America Machine Learning Market Size by Application (2017-2022) 63
9.3.2 Latin America Machine Learning Market Size by Application (2023-2028) 63
9.3.3 Latin America Machine Learning Market Share by Application (2017-2028) 64
9.4 Latin America Machine Learning Market Size by Country 64
9.4.1 Latin America Machine Learning Market Size by Country (2017-2022) 64
9.4.2 Latin America Machine Learning Market Size by Country (2023-2028) 65
9.4.3 Mexico 66
9.4.4 Brazil 66
10 Middle East & Africa 67
10.1 Middle East & Africa Machine Learning Market Size (2017-2028) 67
10.2 Middle East & Africa Machine Learning Market Size by Type 67
10.2.1 Middle East & Africa Machine Learning Market Size by Type (2017-2022) 67
10.2.2 Middle East & Africa Machine Learning Market Size by Type (2023-2028) 68
10.2.3 Middle East & Africa Machine Learning Market Share by Type (2017-2028) 68
10.3 Middle East & Africa Machine Learning Market Size by Application 69
10.3.1 Middle East & Africa Machine Learning Market Size by Application (2017-2022) 69
10.3.2 Middle East & Africa Machine Learning Market Size by Application (2023-2028) 69
10.3.3 Middle East & Africa Machine Learning Market Share by Application (2017-2028) 70
10.4 Middle East & Africa Machine Learning Market Size by Country 70
10.4.1 Middle East & Africa Machine Learning Market Size by Country (2017-2022) 70
10.4.2 Middle East & Africa Machine Learning Market Size by Country (2023-2028) 71
10.4.3 Saudi Arabia 72
10.4.4 UAE 72
10.4.5 Egypt 73
10.4.6 South Africa 73
11 Key Players Profiles 74
11.1 IBM 74
11.1.1 IBM Company Details 74
11.1.2 IBM Business Overview 74
11.1.3 IBM Machine Learning Introduction 75
11.1.4 IBM Revenue in Machine Learning Business (2017-2022) 77
11.1.5 IBM Recent Development 77
11.2 Dell Technologies 78
11.2.1 Dell Technologies Company Details 78
11.2.2 Dell Technologies Business Overview 78
11.2.3 Dell Technologies Machine Learning Introduction 78
11.2.4 Dell Technologies Revenue in Machine Learning Business (2017-2022) 79
11.2.5 Dell Technologies Recent Development 80
11.3 Hewlett Packard Enterprise Development LP 80
11.3.1 Hewlett Packard Enterprise Development LP Company Details 80
11.3.2 Hewlett Packard Enterprise Development LP Business Overview 81
11.3.3 Hewlett Packard Enterprise Development LP Machine Learning Introduction 81
11.3.4 Hewlett Packard Enterprise Development LP Revenue in Machine Learning Business (2017-2022) 82
11.3.5 Hewlett Packard Enterprise Development LP Recent Development 83
11.4 Oracle Corporation 83
11.4.1 Oracle Corporation Company Details 83
11.4.2 Oracle Corporation Business Overview 84
11.4.3 Oracle Corporation Machine Learning Introduction 84
11.4.4 Oracle Corporation Revenue in Machine Learning Business (2017-2022) 85
11.4.5 Oracle Corporation Recent Development 86
11.5 Google Inc. 86
11.5.1 Google Inc. Company Details 86
11.5.2 Google Inc. Business Overview 87
11.5.3 Google Inc. Machine Learning Introduction 87
11.5.4 Google Inc. Revenue in Machine Learning Business (2017-2022) 89
11.5.5 Google Inc. Recent Development 89
11.6 SAP SE 90
11.6.1 SAP SE Company Details 90
11.6.2 SAP SE Business Overview 90
11.6.3 SAP SE Machine Learning Introduction 90
11.6.4 SAP SE Revenue in Machine Learning Business (2017-2022) 91
11.6.5 SAP SE Recent Development 92
11.7 SAS Institute Inc. 92
11.7.1 SAS Institute Inc. Company Details 92
11.7.2 SAS Institute Inc. Business Overview 93
11.7.3 SAS Institute Inc. Machine Learning Introduction 93
11.7.4 SAS Institute Inc. Revenue in Machine Learning Business (2017-2022) 94
11.7.5 SAS Institute Inc. Recent Development 95
11.8 Fair Isaac Corporation 95
11.8.1 Fair Isaac Corporation Company Details 95
11.8.2 Fair Isaac Corporation Business Overview 96
11.8.3 Fair Isaac Corporation Machine Learning Introduction 96
11.8.4 Fair Isaac Corporation Revenue in Machine Learning Business (2017-2022) 97
11.8.5 Fair Isaac Corporation Recent Development 98
11.9 Baidu, Inc. 98
11.9.1 Baidu, Inc. Company Details 98
11.9.2 Baidu, Inc. Business Overview 99
11.9.3 Baidu, Inc. Machine Learning Introduction 99
11.9.4 Baidu, Inc. Revenue in Machine Learning Business (2017-2022) 100
11.9.5 Baidu, Inc. Recent Development 100
11.10 Intel Corporation 101
11.10.1 Intel Corporation Company Details 101
11.10.2 Intel Corporation Business Overview 101
11.10.3 Intel Corporation Machine Learning Introduction 101
11.10.4 Intel Corporation Revenue in Machine Learning Business (2017-2022) 102
11.10.5 Intel Corporation Recent Development 103
11.11 Amazon Web Services, Inc. 103
11.11.1 Amazon Web Services, Inc. Company Details 103
11.11.2 Amazon Web Services, Inc. Business Overview 104
11.11.3 Amazon Web Services, Inc. Machine Learning Introduction 104
11.11.4 Amazon Web Services, Inc. Revenue in Machine Learning Business (2017-2022) 106
11.11.5 Amazon Web Services, Inc. Recent Development 106
11.12 Microsoft Corporation 107
11.12.1 Microsoft Corporation Company Details 107
11.12.2 Microsoft Corporation Business Overview 107
11.12.3 Microsoft Corporation Machine Learning Introduction 108
11.12.4 Microsoft Corporation Revenue in Machine Learning Business (2017-2022) 110
11.12.5 Microsoft Corporation Recent Development 111
11.13 Yottamine Analytics 111
11.13.1 Yottamine Analytics Company Details 111
11.13.2 Yottamine Analytics Business Overview 111
11.13.3 Yottamine Analytics Machine Learning Introduction 112
11.13.4 Yottamine Analytics Revenue in Machine Learning Business (2017-2022) 112
11.13.5 Yottamine Analytics Recent Development 113
11.14 H2o.AI 113
11.14.1 H2o.AI Company Details 113
11.14.2 H2o.AI Business Overview 114
11.14.3 H2o.AI Machine Learning Introduction 114
11.14.4 H2o.AI Revenue in Machine Learning Business (2017-2022) 115
11.14.5 H2o.AI Recent Development 116
11.15 Databricks 116
11.15.1 Databricks Company Details 116
11.15.2 Databricks Business Overview 117
11.15.3 Databricks Machine Learning Introduction 117
11.15.4 Databricks Revenue in Machine Learning Business (2017-2022) 119
11.15.5 Databricks Recent Development 120
11.16 BigML, Inc. 120
11.16.1 BigML, Inc. Company Details 120
11.16.2 BigML, Inc. Business Overview 120
11.16.3 BigML, Inc. Machine Learning Introduction 121
11.16.4 BigML, Inc. Revenue in Machine Learning Business (2017-2022) 121
11.16.5 BigML, Inc. Recent Development 122
11.17 Dataiku 122
11.17.1 Dataiku Company Details 122
11.17.2 Dataiku Business Overview 123
11.17.3 Dataiku Machine Learning Introduction 123
11.17.4 Dataiku Revenue in Machine Learning Business (2017-2022) 124
11.17.5 Dataiku Recent Development 125
11.18 Veritone 125
11.18.1 Veritone Company Details 125
11.18.2 Veritone Business Overview 126
11.18.3 Veritone Machine Learning Introduction 126
11.18.4 Veritone Revenue in Machine Learning Business (2017-2022) 127
11.18.5 Veritone Recent Development 128
12 Analyst’s Viewpoints/Conclusions 129
13 Appendix 130
13.1 Research Methodology 130
13.1.1 Methodology/Research Approach 130
13.1.2 Data Source 133
13.2 Disclaimer 136
13.3 Author Details 136

Table 1. Global Machine Learning Market Size Growth Rate by Type (US$ Million): 2017 VS 2022 VS 2028 2
Table 2. Key Players of Supervised Learning 4
Table 3. Key Players of Semi-supervised Learning 4
Table 4. Key Players of Unsupervised Learning 5
Table 5. Key Players of Reinforcement Learning 6
Table 6. Global Machine Learning Market Size Growth by Application (US$ Million): 2017 VS 2022 VS 2028 7
Table 7. Global Machine Learning Market Size by Region (US$ Million): 2017 VS 2022 VS 2028 14
Table 8. Global Machine Learning Market Size by Region (2017-2022) & (US$ Million) 15
Table 9. Global Machine Learning Market Share by Region (2017-2022) 15
Table 10. Global Machine Learning Forecasted Market Size by Region (2023-2028) & (US$ Million) 16
Table 11. Global Machine Learning Market Share by Region (2023-2028) 16
Table 12. Machine Learning Market Trends 16
Table 13. Machine Learning Market Drivers 18
Table 14. Machine Learning Market Challenges 19
Table 15. Machine Learning Market Restraints 23
Table 16. Global Machine Learning Revenue by Players (2017-2022) & (US$ Million) 24
Table 17. Global Machine Learning Market Share by Players (2017-2022) 25
Table 18. Global Top Machine Learning Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Machine Learning as of 2021) 26
Table 19. Ranking of Global Top Machine Learning Companies by Revenue (US$ Million) in 2021 28
Table 20. Global 5 Largest Players Market Share by Machine Learning Revenue (CR5 and HHI) & (2017-2022) 29
Table 21. Key Players Headquarters and Area Served 30
Table 22. Key Players Machine Learning Product Solution and Service 31
Table 23. Date of Enter into Machine Learning Market 31
Table 24. Mergers & Acquisitions, Expansion Plans 32
Table 25. Global Machine Learning Market Size by Type (2017-2022) & (US$ Million) 35
Table 26. Global Machine Learning Revenue Market Share by Type (2017-2022) 35
Table 27. Global Machine Learning Forecasted Market Size by Type (2023-2028) & (US$ Million) 36
Table 28. Global Machine Learning Revenue Market Share by Type (2023-2028) 36
Table 29. Global Machine Learning Market Size by Application (2017-2022) & (US$ Million) 37
Table 30. Global Machine Learning Revenue Market Share by Application (2017-2022) 37
Table 31. Global Machine Learning Forecasted Market Size by Application (2023-2028) & (US$ Million) 38
Table 32. Global Machine Learning Revenue Market Share by Application (2023-2028) 38
Table 33. North America Machine Learning Market Size by Type (2017-2022) & (US$ Million) 39
Table 34. North America Machine Learning Market Size by Type (2023-2028) & (US$ Million) 40
Table 35. North America Machine Learning Market Size by Application (2017-2022) & (US$ Million) 41
Table 36. North America Machine Learning Market Size by Application (2023-2028) & (US$ Million) 41
Table 37. North America Machine Learning Market Size by Country (2017-2022) & (US$ Million) 42
Table 38. North America Machine Learning Market Size by Country (2023-2028) & (US$ Million) 43
Table 39. Europe Machine Learning Market Size by Type (2017-2022) & (US$ Million) 45
Table 40. Europe Machine Learning Market Size by Type (2023-2028) & (US$ Million) 46
Table 41. Europe Machine Learning Market Size by Application (2017-2022) & (US$ Million) 46
Table 42. Europe Machine Learning Market Size by Application (2023-2028) & (US$ Million) 47
Table 43. Europe Machine Learning Market Size by Country (2017-2022) & (US$ Million) 48
Table 44. Europe Machine Learning Market Size by Country (2023-2028) & (US$ Million) 49
Table 45. Asia-Pacific Machine Learning Market Size by Type (2017-2022) & (US$ Million) 53
Table 46. Asia-Pacific Machine Learning Market Size by Type (2023-2028) & (US$ Million) 54
Table 47. Asia-Pacific Machine Learning Market Size by Application (2017-2022) & (US$ Million) 55
Table 48. Asia-Pacific Machine Learning Market Size by Application (2023-2028) & (US$ Million) 55
Table 49. Asia-Pacific Machine Learning Market Size by Region (2017-2022) & (US$ Million) 56
Table 50. Asia-Pacific Machine Learning Market Size by Region (2023-2028) & (US$ Million) 57
Table 51. Latin America Machine Learning Market Size by Type (2017-2022) & (US$ Million) 61
Table 52. Latin America Machine Learning Market Size by Type (2023-2028) & (US$ Million) 62
Table 53. Latin America Machine Learning Market Size by Application (2017-2022) & (US$ Million) 63
Table 54. Latin America Machine Learning Market Size by Application (2023-2028) & (US$ Million) 63
Table 55. Latin America Machine Learning Market Size by Country (2017-2022) & (US$ Million) 64
Table 56. Latin America Machine Learning Market Size by Country (2023-2028) & (US$ Million) 65
Table 57. Middle East & Africa Machine Learning Market Size by Type (2017-2022) & (US$ Million) 67
Table 58. Middle East & Africa Machine Learning Market Size by Type (2023-2028) & (US$ Million) 68
Table 59. Middle East & Africa Machine Learning Market Size by Application (2017-2022) & (US$ Million) 69
Table 60. Middle East & Africa Machine Learning Market Size by Application (2023-2028) & (US$ Million) 69
Table 61. Middle East & Africa Machine Learning Market Size by Country (2017-2022) & (US$ Million) 70
Table 62. Middle East & Africa Machine Learning Market Size by Country (2023-2028) & (US$ Million) 71
Table 63. IBM Company Details 74
Table 64. IBM Business Overview 74
Table 65. IBM Machine Learning Product 75
Table 66. IBM Revenue in Machine Learning Business (2017-2022) & (US$ Million) 77
Table 67. IBM Recent Development 77
Table 68. Dell Technologies Company Details 78
Table 69. Dell Technologies Business Overview 78
Table 70. Dell Technologies Machine Learning Product 78
Table 71. Dell Technologies Revenue in Machine Learning Business (2017-2022) & (US$ Million) 79
Table 72. Dell Technologies Recent Development 80
Table 73. Hewlett Packard Enterprise Development LP Company Details 80
Table 74. Hewlett Packard Enterprise Development LP Business Overview 81
Table 75. Hewlett Packard Enterprise Development LP Machine Learning Product 81
Table 76. Hewlett Packard Enterprise Development LP Revenue in Machine Learning Business (2017-2022) & (US$ Million) 82
Table 77. Hewlett Packard Enterprise Development LP Recent Development 83
Table 78. Oracle Corporation Company Details 83
Table 79. Oracle Corporation Business Overview 84
Table 80. Oracle Corporation Machine Learning Product 84
Table 81. Oracle Corporation Revenue in Machine Learning Business (2017-2022) & (US$ Million) 85
Table 82. Oracle Corporation Recent Development 86
Table 83. Google Inc. Company Details 86
Table 84. Google Inc. Business Overview 87
Table 85. Google Inc. Machine Learning Product 87
Table 86. Google Inc. Revenue in Machine Learning Business (2017-2022) & (US$ Million) 89
Table 87. Google Inc. Recent Development 89
Table 88. SAP SE Company Details 90
Table 89. SAP SE Business Overview 90
Table 90. SAP SE Machine Learning Product 90
Table 91. SAP SE Revenue in Machine Learning Business (2017-2022) & (US$ Million) 91
Table 92. SAP SE Recent Development 92
Table 93. SAS Institute Inc. Company Details 92
Table 94. SAS Institute Inc. Business Overview 93
Table 95. SAS Institute Inc. Machine Learning Product 93
Table 96. SAS Institute Inc. Revenue in Machine Learning Business (2017-2022) & (US$ Million) 94
Table 97. SAS Institute Inc. Recent Development 95
Table 98. Fair Isaac Corporation Company Details 95
Table 99. Fair Isaac Corporation Business Overview 96
Table 100. Fair Isaac Corporation Machine Learning Product 96
Table 101. Fair Isaac Corporation Revenue in Machine Learning Business (2017-2022) & (US$ Million) 97
Table 102. Fair Isaac Corporation Recent Development 98
Table 103. Baidu, Inc. Company Details 98
Table 104. Baidu, Inc. Business Overview 99
Table 105. Baidu, Inc. Machine Learning Product 99
Table 106. Baidu, Inc. Revenue in Machine Learning Business (2017-2022) & (US$ Million) 100
Table 107. Baidu, Inc. Recent Development 100
Table 108. Intel Corporation Company Details 101
Table 109. Intel Corporation Business Overview 101
Table 110. Intel Corporation Machine Learning Product 101
Table 111. Intel Corporation Revenue in Machine Learning Business (2017-2022) & (US$ Million) 102
Table 112. Intel Corporation Recent Development 103
Table 113. Amazon Web Services, Inc. Company Details 103
Table 114. Amazon Web Services, Inc. Business Overview 104
Table 115. Amazon Web Services, Inc. Machine Learning Product 104
Table 116. Amazon Web Services, Inc. Revenue in Machine Learning Business (2017-2022) & (US$ Million) 106
Table 117. Amazon Web Services, Inc. Recent Development 106
Table 118. Microsoft Corporation Company Details 107
Table 119. Microsoft Corporation Business Overview 107
Table 120. Microsoft Corporation Machine Learning Product 108
Table 121. Microsoft Corporation Revenue in Machine Learning Business (2017-2022) & (US$ Million) 110
Table 122. Microsoft Corporation Recent Development 111
Table 123. Yottamine Analytics Company Details 111
Table 124. Yottamine Analytics Business Overview 111
Table 125. Yottamine Analytics Machine Learning Product 112
Table 126. Yottamine Analytics Revenue in Machine Learning Business (2017-2022) & (US$ Million) 112
Table 127. Yottamine Analytics Recent Development 113
Table 128. H2o.AI Company Details 113
Table 129. H2o.AI Business Overview 114
Table 130. H2o.AI Machine Learning Product 114
Table 131. H2o.AI Revenue in Machine Learning Business (2017-2022) & (US$ Million) 115
Table 132. H2o.AI Recent Development 116
Table 133. Databricks Company Details 116
Table 134. Databricks Business Overview 117
Table 135. Databricks Machine Learning Product 117
Table 136. Databricks Revenue in Machine Learning Business (2017-2022) & (US$ Million) 119
Table 137. Databricks Recent Development 120
Table 138. BigML, Inc. Company Details 120
Table 139. BigML, Inc. Business Overview 120
Table 140. BigML, Inc. Machine Learning Product 121
Table 141. BigML, Inc. Revenue in Machine Learning Business (2017-2022) & (US$ Million) 121
Table 142. BigML, Inc. Recent Development 122
Table 143. Dataiku Company Details 122
Table 144. Dataiku Business Overview 123
Table 145. Dataiku Machine Learning Product 123
Table 146. Dataiku Revenue in Machine Learning Business (2017-2022) & (US$ Million) 124
Table 147. Dataiku Recent Development 125
Table 148. Veritone Company Details 125
Table 149. Veritone Business Overview 126
Table 150. Veritone Machine Learning Product 126
Table 151. Veritone Revenue in Machine Learning Business (2017-2022) & (US$ Million) 127
Table 152. Veritone Recent Development 128
Table 153. Research Programs/Design for This Report 130
Table 154. Key Data Information from Secondary Sources 133
Table 155. Key Data Information from Primary Sources 135

List of Figures

Figure 1. Global Machine Learning Market Size Growth Rate by Type, 2017 VS 2021 VS 2028 (US$ Million) 2
Figure 2. Global Machine Learning Market Share by Type: 2021 VS 2028 3
Figure 3. Supervised Learning Features 3
Figure 4. Semi-supervised Learning Features 4
Figure 5. Unsupervised Learning Features 5
Figure 6. Reinforcement Learning Features 6
Figure 7. Global Machine Learning Market Size Growth Rate by Application, 2017 VS 2021 VS 2028 (US$ Million) 7
Figure 8. Global Machine Learning Market Share by Application: 2021 VS 2028 8
Figure 9. Marketing and Advertising Case Studies 8
Figure 10. Fraud Detection and Risk Management Case Studies 9
Figure 11. Computer Vision Case Studies 9
Figure 12. Security and Surveillance Case Studies 10
Figure 13. Predictive Analytics Case Studies 10
Figure 14. Augmented and Virtual Reality Case Studies 11
Figure 15. Others Case Studies 11
Figure 16. Machine Learning Report Years Considered 12
Figure 17. Global Machine Learning Market Size (US$ Million), Year-over-Year: 2017-2028 13
Figure 18. Global Machine Learning Market Size, (US$ Million), 2017 VS 2021 VS 2028 14
Figure 19. Global Machine Learning Market Share by Region: 2021 VS 2028 15
Figure 20. Global Machine Learning Market Share by Players in 2021 26
Figure 21. Global Top Machine Learning Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Machine Learning as of 2021) 27
Figure 22. The Top 10 and 5 Players Market Share by Machine Learning Revenue in 2021 29
Figure 23. North America Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 39
Figure 24. North America Machine Learning Market Share by Type (2017-2028) 40
Figure 25. North America Machine Learning Market Share by Application (2017-2028) 42
Figure 26. North America Machine Learning Market Share by Country (2017-2028) 43
Figure 27. United States Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 44
Figure 28. Canada Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 44
Figure 29. Europe Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 45
Figure 30. Europe Machine Learning Market Share by Type (2017-2028) 46
Figure 31. Europe Machine Learning Market Share by Application (2017-2028) 48
Figure 32. Europe Machine Learning Market Share by Country (2017-2028) 49
Figure 33. Germany Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 50
Figure 34. France Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 50
Figure 35. U.K. Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 51
Figure 36. Italy Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 51
Figure 37. Russia Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 52
Figure 38. Asia-Pacific Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 53
Figure 39. Asia-Pacific Machine Learning Market Share by Type (2017-2028) 54
Figure 40. Asia-Pacific Machine Learning Market Share by Application (2017-2028) 56
Figure 41. Asia-Pacific Machine Learning Market Share by Region (2017-2028) 57
Figure 42. China Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 58
Figure 43. Japan Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 58
Figure 44. South Korea Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 59
Figure 45. Southeast Asia Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 59
Figure 46. India Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 60
Figure 47. Australia Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 60
Figure 48. Latin America Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 61
Figure 49. Latin America Machine Learning Market Share by Type (2017-2028) 62
Figure 50. Latin America Machine Learning Market Share by Application (2017-2028) 64
Figure 51. Latin America Machine Learning Market Share by Country (2017-2028) 65
Figure 52. Mexico Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 66
Figure 53. Brazil Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 66
Figure 54. Middle East & Africa Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 67
Figure 55. Middle East & Africa Machine Learning Market Share by Type (2017-2028) 68
Figure 56. Middle East & Africa Machine Learning Market Share by Application (2017-2028) 70
Figure 57. Middle East & Africa Machine Learning Market Share by Country (2017-2028) 71
Figure 58. Saudi Arabia Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 72
Figure 59. UAE Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 72
Figure 60. Egypt Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 73
Figure 61. South Africa Machine Learning Market Size YoY Growth (2017-2028) & (US$ Million) 73
Figure 62. IBM Revenue Growth Rate in Machine Learning Business (2017-2022) 77
Figure 63. Dell Technologies Revenue Growth Rate in Machine Learning Business (2017-2022) 80
Figure 64. Hewlett Packard Enterprise Development LP Revenue Growth Rate in Machine Learning Business (2017-2022) 83
Figure 65. Oracle Corporation Revenue Growth Rate in Machine Learning Business (2017-2022) 86
Figure 66. Google Inc. Revenue Growth Rate in Machine Learning Business (2017-2022) 89
Figure 67. SAP SE Revenue Growth Rate in Machine Learning Business (2017-2022) 92
Figure 68. SAS Institute Inc. Revenue Growth Rate in Machine Learning Business (2017-2022) 95
Figure 69. Fair Isaac Corporation Revenue Growth Rate in Machine Learning Business (2017-2022) 98
Figure 70. Baidu, Inc. Revenue Growth Rate in Machine Learning Business (2017-2022) 100
Figure 71. Intel Corporation Revenue Growth Rate in Machine Learning Business (2017-2022) 103
Figure 72. Amazon Web Services, Inc. Revenue Growth Rate in Machine Learning Business (2017-2022) 106
Figure 73. Microsoft Corporation Revenue Growth Rate in Machine Learning Business (2017-2022) 110
Figure 74. Yottamine Analytics Revenue Growth Rate in Machine Learning Business (2017-2022) 113
Figure 75. H2o.AI Revenue Growth Rate in Machine Learning Business (2017-2022) 116
Figure 76. Databricks Revenue Growth Rate in Machine Learning Business (2017-2022) 119
Figure 77. BigML, Inc. Revenue Growth Rate in Machine Learning Business (2017-2022) 122
Figure 78. Dataiku Revenue Growth Rate in Machine Learning Business (2017-2022) 125
Figure 79. Veritone Revenue Growth Rate in Machine Learning Business (2017-2022) 128
Figure 80. Bottom-up and Top-down Approaches for This Report 132
Figure 81. Data Triangulation 133
Figure 82. Key Executives Interviewed 135


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