Table of Contents
1 Market Overview
1.1 Product Overview and Scope of Machine Learning Software
1.2 Classification of Machine Learning Software by Type
1.2.1 Overview: Global Machine Learning Software Market Size by Type: 2017 Versus 2021 Versus 2028
1.2.2 Global Machine Learning Software Revenue Market Share by Type in 2021
1.2.3 On-Premises
1.2.4 Cloud Based
1.3 Global Machine Learning Software Market by Application
1.3.1 Overview: Global Machine Learning Software Market Size by Application: 2017 Versus 2021 Versus 2028
1.3.2 Large Enterprised
1.3.3 SMEs
1.4 Global Machine Learning Software Market Size & Forecast
1.5 Global Machine Learning Software Market Size and Forecast by Region
1.5.1 Global Machine Learning Software Market Size by Region: 2017 VS 2021 VS 2028
1.5.2 Global Machine Learning Software Market Size by Region, (2017-2022)
1.5.3 North America Machine Learning Software Market Size and Prospect (2017-2028)
1.5.4 Europe Machine Learning Software Market Size and Prospect (2017-2028)
1.5.5 Asia-Pacific Machine Learning Software Market Size and Prospect (2017-2028)
1.5.6 South America Machine Learning Software Market Size and Prospect (2017-2028)
1.5.7 Middle East and Africa Machine Learning Software Market Size and Prospect (2017-2028)
1.6 Market Drivers, Restraints and Trends
1.6.1 Machine Learning Software Market Drivers
1.6.2 Machine Learning Software Market Restraints
1.6.3 Machine Learning Software Trends Analysis
2 Company Profiles
2.1 Microsoft
2.1.1 Microsoft Details
2.1.2 Microsoft Major Business
2.1.3 Microsoft Machine Learning Software Product and Solutions
2.1.4 Microsoft Machine Learning Software Revenue, Gross Margin and Market Share (2019, 2020, 2021, and 2022)
2.1.5 Microsoft Recent Developments and Future Plans
2.2 Google
2.2.1 Google Details
2.2.2 Google Major Business
2.2.3 Google Machine Learning Software Product and Solutions
2.2.4 Google Machine Learning Software Revenue, Gross Margin and Market Share (2019, 2020, 2021, and 2022)
2.2.5 Google Recent Developments and Future Plans
2.3 TensorFlow
2.3.1 TensorFlow Details
2.3.2 TensorFlow Major Business
2.3.3 TensorFlow Machine Learning Software Product and Solutions
2.3.4 TensorFlow Machine Learning Software Revenue, Gross Margin and Market Share (2019, 2020, 2021, and 2022)
2.3.5 TensorFlow Recent Developments and Future Plans
2.4 Kount
2.4.1 Kount Details
2.4.2 Kount Major Business
2.4.3 Kount Machine Learning Software Product and Solutions
2.4.4 Kount Machine Learning Software Revenue, Gross Margin and Market Share (2019, 2020, 2021, and 2022)
2.4.5 Kount Recent Developments and Future Plans
2.5 Warwick Analytics
2.5.1 Warwick Analytics Details
2.5.2 Warwick Analytics Major Business
2.5.3 Warwick Analytics Machine Learning Software Product and Solutions
2.5.4 Warwick Analytics Machine Learning Software Revenue, Gross Margin and Market Share (2019, 2020, 2021, and 2022)
2.5.5 Warwick Analytics Recent Developments and Future Plans
2.6 Valohai
2.6.1 Valohai Details
2.6.2 Valohai Major Business
2.6.3 Valohai Machine Learning Software Product and Solutions
2.6.4 Valohai Machine Learning Software Revenue, Gross Margin and Market Share (2019, 2020, 2021, and 2022)
2.6.5 Valohai Recent Developments and Future Plans
2.7 Torch
2.7.1 Torch Details
2.7.2 Torch Major Business
2.7.3 Torch Machine Learning Software Product and Solutions
2.7.4 Torch Machine Learning Software Revenue, Gross Margin and Market Share (2019, 2020, 2021, and 2022)
2.7.5 Torch Recent Developments and Future Plans
2.8 Apache SINGA
2.8.1 Apache SINGA Details
2.8.2 Apache SINGA Major Business
2.8.3 Apache SINGA Machine Learning Software Product and Solutions
2.8.4 Apache SINGA Machine Learning Software Revenue, Gross Margin and Market Share (2019, 2020, 2021, and 2022)
2.8.5 Apache SINGA Recent Developments and Future Plans
2.9 AWS
2.9.1 AWS Details
2.9.2 AWS Major Business
2.9.3 AWS Machine Learning Software Product and Solutions
2.9.4 AWS Machine Learning Software Revenue, Gross Margin and Market Share (2019, 2020, 2021, and 2022)
2.9.5 AWS Recent Developments and Future Plans
2.10 BigML
2.10.1 BigML Details
2.10.2 BigML Major Business
2.10.3 BigML Machine Learning Software Product and Solutions
2.10.4 BigML Machine Learning Software Revenue, Gross Margin and Market Share (2019, 2020, 2021, and 2022)
2.10.5 BigML Recent Developments and Future Plans
2.11 Figure Eight
2.11.1 Figure Eight Details
2.11.2 Figure Eight Major Business
2.11.3 Figure Eight Machine Learning Software Product and Solutions
2.11.4 Figure Eight Machine Learning Software Revenue, Gross Margin and Market Share (2019, 2020, 2021, and 2022)
2.11.5 Figure Eight Recent Developments and Future Plans
2.12 Floyd Labs
2.12.1 Floyd Labs Details
2.12.2 Floyd Labs Major Business
2.12.3 Floyd Labs Machine Learning Software Product and Solutions
2.12.4 Floyd Labs Machine Learning Software Revenue, Gross Margin and Market Share (2019, 2020, 2021, and 2022)
2.12.5 Floyd Labs Recent Developments and Future Plans
3 Market Competition, by Players
3.1 Global Machine Learning Software Revenue and Share by Players (2019, 2020, 2021, and 2022)
3.2 Market Concentration Rate
3.2.1 Top 3 Machine Learning Software Players Market Share in 2021
3.2.2 Top 10 Machine Learning Software Players Market Share in 2021
3.2.3 Market Competition Trend
3.3 Machine Learning Software Players Head Office, Products and Services Provided
3.4 Machine Learning Software Mergers & Acquisitions
3.5 Machine Learning Software New Entrants and Expansion Plans
4 Market Size Segment by Type
4.1 Global Machine Learning Software Revenue and Market Share by Type (2017-2022)
4.2 Global Machine Learning Software Market Forecast by Type (2023-2028)
5 Market Size Segment by Application
5.1 Global Machine Learning Software Revenue Market Share by Application (2017-2022)
5.2 Global Machine Learning Software Market Forecast by Application (2023-2028)
6 North America by Country, by Type, and by Application
6.1 North America Machine Learning Software Revenue by Type (2017-2028)
6.2 North America Machine Learning Software Revenue by Application (2017-2028)
6.3 North America Machine Learning Software Market Size by Country
6.3.1 North America Machine Learning Software Revenue by Country (2017-2028)
6.3.2 United States Machine Learning Software Market Size and Forecast (2017-2028)
6.3.3 Canada Machine Learning Software Market Size and Forecast (2017-2028)
6.3.4 Mexico Machine Learning Software Market Size and Forecast (2017-2028)
7 Europe by Country, by Type, and by Application
7.1 Europe Machine Learning Software Revenue by Type (2017-2028)
7.2 Europe Machine Learning Software Revenue by Application (2017-2028)
7.3 Europe Machine Learning Software Market Size by Country
7.3.1 Europe Machine Learning Software Revenue by Country (2017-2028)
7.3.2 Germany Machine Learning Software Market Size and Forecast (2017-2028)
7.3.3 France Machine Learning Software Market Size and Forecast (2017-2028)
7.3.4 United Kingdom Machine Learning Software Market Size and Forecast (2017-2028)
7.3.5 Russia Machine Learning Software Market Size and Forecast (2017-2028)
7.3.6 Italy Machine Learning Software Market Size and Forecast (2017-2028)
8 Asia-Pacific by Region, by Type, and by Application
8.1 Asia-Pacific Machine Learning Software Revenue by Type (2017-2028)
8.2 Asia-Pacific Machine Learning Software Revenue by Application (2017-2028)
8.3 Asia-Pacific Machine Learning Software Market Size by Region
8.3.1 Asia-Pacific Machine Learning Software Revenue by Region (2017-2028)
8.3.2 China Machine Learning Software Market Size and Forecast (2017-2028)
8.3.3 Japan Machine Learning Software Market Size and Forecast (2017-2028)
8.3.4 South Korea Machine Learning Software Market Size and Forecast (2017-2028)
8.3.5 India Machine Learning Software Market Size and Forecast (2017-2028)
8.3.6 Southeast Asia Machine Learning Software Market Size and Forecast (2017-2028)
8.3.7 Australia Machine Learning Software Market Size and Forecast (2017-2028)
9 South America by Country, by Type, and by Application
9.1 South America Machine Learning Software Revenue by Type (2017-2028)
9.2 South America Machine Learning Software Revenue by Application (2017-2028)
9.3 South America Machine Learning Software Market Size by Country
9.3.1 South America Machine Learning Software Revenue by Country (2017-2028)
9.3.2 Brazil Machine Learning Software Market Size and Forecast (2017-2028)
9.3.3 Argentina Machine Learning Software Market Size and Forecast (2017-2028)
10 Middle East & Africa by Country, by Type, and by Application
10.1 Middle East & Africa Machine Learning Software Revenue by Type (2017-2028)
10.2 Middle East & Africa Machine Learning Software Revenue by Application (2017-2028)
10.3 Middle East & Africa Machine Learning Software Market Size by Country
10.3.1 Middle East & Africa Machine Learning Software Revenue by Country (2017-2028)
10.3.2 Turkey Machine Learning Software Market Size and Forecast (2017-2028)
10.3.3 Saudi Arabia Machine Learning Software Market Size and Forecast (2017-2028)
10.3.4 UAE Machine Learning Software Market Size and Forecast (2017-2028)
11 Research Findings and Conclusion
12 Appendix
12.1 Methodology
12.2 Research Process and Data Source
12.3 Disclaimer
List of Tables
Table 1. Global Machine Learning Software Revenue by Type, (USD Million), 2017 VS 2021 VS 2028
Table 2. Global Machine Learning Software Revenue by Application, (USD Million), 2017 VS 2021 VS 2028
Table 3. Global Market Machine Learning Software Revenue (Million USD) Comparison by Region (2017 VS 2021 VS 2028)
Table 4. Global Machine Learning Software Revenue (USD Million) by Region (2017-2022)
Table 5. Global Machine Learning Software Revenue Market Share by Region (2023-2028)
Table 6. Microsoft Corporate Information, Head Office, and Major Competitors
Table 7. Microsoft Major Business
Table 8. Microsoft Machine Learning Software Product and Solutions
Table 9. Microsoft Machine Learning Software Revenue (USD Million), Gross Margin and Market Share (2019, 2020, 2021, and 2022)
Table 10. Google Corporate Information, Head Office, and Major Competitors
Table 11. Google Major Business
Table 12. Google Machine Learning Software Product and Solutions
Table 13. Google Machine Learning Software Revenue (USD Million), Gross Margin and Market Share (2019, 2020, 2021, and 2022)
Table 14. TensorFlow Corporate Information, Head Office, and Major Competitors
Table 15. TensorFlow Major Business
Table 16. TensorFlow Machine Learning Software Product and Solutions
Table 17. TensorFlow Machine Learning Software Revenue (USD Million), Gross Margin and Market Share (2019, 2020, 2021, and 2022)
Table 18. Kount Corporate Information, Head Office, and Major Competitors
Table 19. Kount Major Business
Table 20. Kount Machine Learning Software Product and Solutions
Table 21. Kount Machine Learning Software Revenue (USD Million), Gross Margin and Market Share (2019, 2020, 2021, and 2022)
Table 22. Warwick Analytics Corporate Information, Head Office, and Major Competitors
Table 23. Warwick Analytics Major Business
Table 24. Warwick Analytics Machine Learning Software Product and Solutions
Table 25. Warwick Analytics Machine Learning Software Revenue (USD Million), Gross Margin and Market Share (2019, 2020, 2021, and 2022)
Table 26. Valohai Corporate Information, Head Office, and Major Competitors
Table 27. Valohai Major Business
Table 28. Valohai Machine Learning Software Product and Solutions
Table 29. Valohai Machine Learning Software Revenue (USD Million), Gross Margin and Market Share (2019, 2020, 2021, and 2022)
Table 30. Torch Corporate Information, Head Office, and Major Competitors
Table 31. Torch Major Business
Table 32. Torch Machine Learning Software Product and Solutions
Table 33. Torch Machine Learning Software Revenue (USD Million), Gross Margin and Market Share (2019, 2020, 2021, and 2022)
Table 34. Apache SINGA Corporate Information, Head Office, and Major Competitors
Table 35. Apache SINGA Major Business
Table 36. Apache SINGA Machine Learning Software Product and Solutions
Table 37. Apache SINGA Machine Learning Software Revenue (USD Million), Gross Margin and Market Share (2019, 2020, 2021, and 2022)
Table 38. AWS Corporate Information, Head Office, and Major Competitors
Table 39. AWS Major Business
Table 40. AWS Machine Learning Software Product and Solutions
Table 41. AWS Machine Learning Software Revenue (USD Million), Gross Margin and Market Share (2019, 2020, 2021, and 2022)
Table 42. BigML Corporate Information, Head Office, and Major Competitors
Table 43. BigML Major Business
Table 44. BigML Machine Learning Software Product and Solutions
Table 45. BigML Machine Learning Software Revenue (USD Million), Gross Margin and Market Share (2019, 2020, 2021, and 2022)
Table 46. Figure Eight Corporate Information, Head Office, and Major Competitors
Table 47. Figure Eight Major Business
Table 48. Figure Eight Machine Learning Software Product and Solutions
Table 49. Figure Eight Machine Learning Software Revenue (USD Million), Gross Margin and Market Share (2019, 2020, 2021, and 2022)
Table 50. Floyd Labs Corporate Information, Head Office, and Major Competitors
Table 51. Floyd Labs Major Business
Table 52. Floyd Labs Machine Learning Software Product and Solutions
Table 53. Floyd Labs Machine Learning Software Revenue (USD Million), Gross Margin and Market Share (2019, 2020, 2021, and 2022)
Table 54. Global Machine Learning Software Revenue (USD Million) by Players (2019, 2020, 2021, and 2022)
Table 55. Global Machine Learning Software Revenue Share by Players (2019, 2020, 2021, and 2022)
Table 56. Breakdown of Machine Learning Software by Company Type (Tier 1, Tier 2 and Tier 3)
Table 57. Machine Learning Software Players Head Office, Products and Services Provided
Table 58. Machine Learning Software Mergers & Acquisitions in the Past Five Years
Table 59. Machine Learning Software New Entrants and Expansion Plans
Table 60. Global Machine Learning Software Revenue (USD Million) by Type (2017-2022)
Table 61. Global Machine Learning Software Revenue Share by Type (2017-2022)
Table 62. Global Machine Learning Software Revenue Forecast by Type (2023-2028)
Table 63. Global Machine Learning Software Revenue by Application (2017-2022)
Table 64. Global Machine Learning Software Revenue Forecast by Application (2023-2028)
Table 65. North America Machine Learning Software Revenue by Type (2017-2022) & (USD Million)
Table 66. North America Machine Learning Software Revenue by Type (2023-2028) & (USD Million)
Table 67. North America Machine Learning Software Revenue by Application (2017-2022) & (USD Million)
Table 68. North America Machine Learning Software Revenue by Application (2023-2028) & (USD Million)
Table 69. North America Machine Learning Software Revenue by Country (2017-2022) & (USD Million)
Table 70. North America Machine Learning Software Revenue by Country (2023-2028) & (USD Million)
Table 71. Europe Machine Learning Software Revenue by Type (2017-2022) & (USD Million)
Table 72. Europe Machine Learning Software Revenue by Type (2023-2028) & (USD Million)
Table 73. Europe Machine Learning Software Revenue by Application (2017-2022) & (USD Million)
Table 74. Europe Machine Learning Software Revenue by Application (2023-2028) & (USD Million)
Table 75. Europe Machine Learning Software Revenue by Country (2017-2022) & (USD Million)
Table 76. Europe Machine Learning Software Revenue by Country (2023-2028) & (USD Million)
Table 77. Asia-Pacific Machine Learning Software Revenue by Type (2017-2022) & (USD Million)
Table 78. Asia-Pacific Machine Learning Software Revenue by Type (2023-2028) & (USD Million)
Table 79. Asia-Pacific Machine Learning Software Revenue by Application (2017-2022) & (USD Million)
Table 80. Asia-Pacific Machine Learning Software Revenue by Application (2023-2028) & (USD Million)
Table 81. Asia-Pacific Machine Learning Software Revenue by Region (2017-2022) & (USD Million)
Table 82. Asia-Pacific Machine Learning Software Revenue by Region (2023-2028) & (USD Million)
Table 83. South America Machine Learning Software Revenue by Type (2017-2022) & (USD Million)
Table 84. South America Machine Learning Software Revenue by Type (2023-2028) & (USD Million)
Table 85. South America Machine Learning Software Revenue by Application (2017-2022) & (USD Million)
Table 86. South America Machine Learning Software Revenue by Application (2023-2028) & (USD Million)
Table 87. South America Machine Learning Software Revenue by Country (2017-2022) & (USD Million)
Table 88. South America Machine Learning Software Revenue by Country (2023-2028) & (USD Million)
Table 89. Middle East & Africa Machine Learning Software Revenue by Type (2017-2022) & (USD Million)
Table 90. Middle East & Africa Machine Learning Software Revenue by Type (2023-2028) & (USD Million)
Table 91. Middle East & Africa Machine Learning Software Revenue by Application (2017-2022) & (USD Million)
Table 92. Middle East & Africa Machine Learning Software Revenue by Application (2023-2028) & (USD Million)
Table 93. Middle East & Africa Machine Learning Software Revenue by Country (2017-2022) & (USD Million)
Table 94. Middle East & Africa Machine Learning Software Revenue by Country (2023-2028) & (USD Million)
List of Figures
Figure 1. Machine Learning Software Picture
Figure 2. Global Machine Learning Software Revenue Market Share by Type in 2021
Figure 3. On-Premises
Figure 4. Cloud Based
Figure 5. Machine Learning Software Revenue Market Share by Application in 2021
Figure 6. Large Enterprised Picture
Figure 7. SMEs Picture
Figure 8. Global Machine Learning Software Market Size, (USD Million): 2017 VS 2021 VS 2028
Figure 9. Global Machine Learning Software Revenue and Forecast (2017-2028) & (USD Million)
Figure 10. Global Machine Learning Software Revenue Market Share by Region (2017-2028)
Figure 11. Global Machine Learning Software Revenue Market Share by Region in 2021
Figure 12. North America Machine Learning Software Revenue (USD Million) and Growth Rate (2017-2028)
Figure 13. Europe Machine Learning Software Revenue (USD Million) and Growth Rate (2017-2028)
Figure 14. Asia-Pacific Machine Learning Software Revenue (USD Million) and Growth Rate (2017-2028)
Figure 15. South America Machine Learning Software Revenue (USD Million) and Growth Rate (2017-2028)
Figure 16. Middle East and Africa Machine Learning Software Revenue (USD Million) and Growth Rate (2017-2028)
Figure 17. Machine Learning Software Market Drivers
Figure 18. Machine Learning Software Market Restraints
Figure 19. Machine Learning Software Market Trends
Figure 20. Microsoft Recent Developments and Future Plans
Figure 21. Google Recent Developments and Future Plans
Figure 22. TensorFlow Recent Developments and Future Plans
Figure 23. Kount Recent Developments and Future Plans
Figure 24. Warwick Analytics Recent Developments and Future Plans
Figure 25. Valohai Recent Developments and Future Plans
Figure 26. Torch Recent Developments and Future Plans
Figure 27. Apache SINGA Recent Developments and Future Plans
Figure 28. AWS Recent Developments and Future Plans
Figure 29. BigML Recent Developments and Future Plans
Figure 30. Figure Eight Recent Developments and Future Plans
Figure 31. Floyd Labs Recent Developments and Future Plans
Figure 32. Global Machine Learning Software Revenue Share by Players in 2021
Figure 33. Machine Learning Software Market Share by Company Type (Tier 1, Tier 2 and Tier 3) in 2021
Figure 34. Global Top 3 Players Machine Learning Software Revenue Market Share in 2021
Figure 35. Global Top 10 Players Machine Learning Software Revenue Market Share in 2021
Figure 36. Key Players Market Share Trend (Top 3 Market Share: 2020 VS 2021 VS 2022)
Figure 37. Global Machine Learning Software Revenue Share by Type in 2021
Figure 38. Global Machine Learning Software Market Share Forecast by Type (2023-2028)
Figure 39. Global Machine Learning Software Revenue Share by Application in 2021
Figure 40. Global Machine Learning Software Market Share Forecast by Application (2023-2028)
Figure 41. North America Machine Learning Software Sales Market Share by Type (2017-2028)
Figure 42. North America Machine Learning Software Sales Market Share by Application (2017-2028)
Figure 43. North America Machine Learning Software Revenue Market Share by Country (2017-2028)
Figure 44. United States Machine Learning Software Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 45. Canada Machine Learning Software Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 46. Mexico Machine Learning Software Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 47. Europe Machine Learning Software Sales Market Share by Type (2017-2028)
Figure 48. Europe Machine Learning Software Sales Market Share by Application (2017-2028)
Figure 49. Europe Machine Learning Software Revenue Market Share by Country (2017-2028)
Figure 50. Germany Machine Learning Software Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 51. France Machine Learning Software Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 52. United Kingdom Machine Learning Software Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 53. Russia Machine Learning Software Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 54. Italy Machine Learning Software Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 55. Asia-Pacific Machine Learning Software Sales Market Share by Type (2017-2028)
Figure 56. Asia-Pacific Machine Learning Software Sales Market Share by Application (2017-2028)
Figure 57. Asia-Pacific Machine Learning Software Revenue Market Share by Region (2017-2028)
Figure 58. China Machine Learning Software Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 59. Japan Machine Learning Software Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 60. South Korea Machine Learning Software Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 61. India Machine Learning Software Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 62. Southeast Asia Machine Learning Software Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 63. Australia Machine Learning Software Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 64. South America Machine Learning Software Sales Market Share by Type (2017-2028)
Figure 65. South America Machine Learning Software Sales Market Share by Application (2017-2028)
Figure 66. South America Machine Learning Software Revenue Market Share by Country (2017-2028)
Figure 67. Brazil Machine Learning Software Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 68. Argentina Machine Learning Software Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 69. Middle East and Africa Machine Learning Software Sales Market Share by Type (2017-2028)
Figure 70. Middle East and Africa Machine Learning Software Sales Market Share by Application (2017-2028)
Figure 71. Middle East and Africa Machine Learning Software Revenue Market Share by Country (2017-2028)
Figure 72. Turkey Machine Learning Software Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 73. Saudi Arabia Machine Learning Software Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 74. UAE Machine Learning Software Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 75. Methodology
Figure 76. Research Process and Data Source
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