Global Machine Learning In Utilities Market Insights And Forecast To 2028

1 Report Business Overview
1.1 Study Scope
1.2 Market Analysis by Type
1.2.1 Global Machine Learning in Utilities Market Size Growth Rate by Type, 2017 VS 2021 VS 2028
1.2.2 Hardware
1.2.3 Software
1.2.4 Service
1.3 Market by Application
1.3.1 Global Machine Learning in Utilities Market Size Growth Rate by Application, 2017 VS 2021 VS 2028
1.3.2 Renewable Energy Management
1.3.3 Demand Forecast
1.3.4 Safety and Security
1.3.5 Infrastructure
1.3.6 Other
1.4 Study Objectives
1.5 Years Considered
2 Global Growth Trends
2.1 Global Machine Learning in Utilities Market Perspective (2017-2028)
2.2 Machine Learning in Utilities Growth Trends by Region
2.2.1 Machine Learning in Utilities Market Size by Region: 2017 VS 2021 VS 2028
2.2.2 Machine Learning in Utilities Historic Market Size by Region (2017-2022)
2.2.3 Machine Learning in Utilities Forecasted Market Size by Region (2023-2028)
2.3 Machine Learning in Utilities Market Dynamics
2.3.1 Machine Learning in Utilities Industry Trends
2.3.2 Machine Learning in Utilities Market Drivers
2.3.3 Machine Learning in Utilities Market Challenges
2.3.4 Machine Learning in Utilities Market Restraints
3 Competition Landscape by Key Players
3.1 Global Top Machine Learning in Utilities Players by Revenue
3.1.1 Global Top Machine Learning in Utilities Players by Revenue (2017-2022)
3.1.2 Global Machine Learning in Utilities Revenue Market Share by Players (2017-2022)
3.2 Global Machine Learning in Utilities Market Share by Company Type (Tier 1, Tier 2, and Tier 3)
3.3 Players Covered: Ranking by Machine Learning in Utilities Revenue
3.4 Global Machine Learning in Utilities Market Concentration Ratio
3.4.1 Global Machine Learning in Utilities Market Concentration Ratio (CR5 and HHI)
3.4.2 Global Top 10 and Top 5 Companies by Machine Learning in Utilities Revenue in 2021
3.5 Machine Learning in Utilities Key Players Head office and Area Served
3.6 Key Players Machine Learning in Utilities Product Solution and Service
3.7 Date of Enter into Machine Learning in Utilities Market
3.8 Mergers & Acquisitions, Expansion Plans
4 Machine Learning in Utilities Breakdown Data by Type
4.1 Global Machine Learning in Utilities Historic Market Size by Type (2017-2022)
4.2 Global Machine Learning in Utilities Forecasted Market Size by Type (2023-2028)
5 Machine Learning in Utilities Breakdown Data by Application
5.1 Global Machine Learning in Utilities Historic Market Size by Application (2017-2022)
5.2 Global Machine Learning in Utilities Forecasted Market Size by Application (2023-2028)
6 North America
6.1 North America Machine Learning in Utilities Market Size (2017-2028)
6.2 North America Machine Learning in Utilities Market Size by Type
6.2.1 North America Machine Learning in Utilities Market Size by Type (2017-2022)
6.2.2 North America Machine Learning in Utilities Market Size by Type (2023-2028)
6.2.3 North America Machine Learning in Utilities Market Share by Type (2017-2028)
6.3 North America Machine Learning in Utilities Market Size by Application
6.3.1 North America Machine Learning in Utilities Market Size by Application (2017-2022)
6.3.2 North America Machine Learning in Utilities Market Size by Application (2023-2028)
6.3.3 North America Machine Learning in Utilities Market Share by Application (2017-2028)
6.4 North America Machine Learning in Utilities Market Size by Country
6.4.1 North America Machine Learning in Utilities Market Size by Country (2017-2022)
6.4.2 North America Machine Learning in Utilities Market Size by Country (2023-2028)
6.4.3 United States
6.4.4 Canada
7 Europe
7.1 Europe Machine Learning in Utilities Market Size (2017-2028)
7.2 Europe Machine Learning in Utilities Market Size by Type
7.2.1 Europe Machine Learning in Utilities Market Size by Type (2017-2022)
7.2.2 Europe Machine Learning in Utilities Market Size by Type (2023-2028)
7.2.3 Europe Machine Learning in Utilities Market Share by Type (2017-2028)
7.3 Europe Machine Learning in Utilities Market Size by Application
7.3.1 Europe Machine Learning in Utilities Market Size by Application (2017-2022)
7.3.2 Europe Machine Learning in Utilities Market Size by Application (2023-2028)
7.3.3 Europe Machine Learning in Utilities Market Share by Application (2017-2028)
7.4 Europe Machine Learning in Utilities Market Size by Country
7.4.1 Europe Machine Learning in Utilities Market Size by Country (2017-2022)
7.4.2 Europe Machine Learning in Utilities Market Size by Country (2023-2028)
7.4.3 Germany
7.4.4 France
7.4.5 U.K.
7.4.6 Italy
7.4.7 Russia
7.4.8 Nordic Countries
8 Asia-Pacific
8.1 Asia-Pacific Machine Learning in Utilities Market Size (2017-2028)
8.2 Asia-Pacific Machine Learning in Utilities Market Size by Type
8.2.1 Asia-Pacific Machine Learning in Utilities Market Size by Type (2017-2022)
8.2.2 Asia-Pacific Machine Learning in Utilities Market Size by Type (2023-2028)
8.2.3 Asia-Pacific Machine Learning in Utilities Market Share by Type (2017-2028)
8.3 Asia-Pacific Machine Learning in Utilities Market Size by Application
8.3.1 Asia-Pacific Machine Learning in Utilities Market Size by Application (2017-2022)
8.3.2 Asia-Pacific Machine Learning in Utilities Market Size by Application (2023-2028)
8.3.3 Asia-Pacific Machine Learning in Utilities Market Share by Application (2017-2028)
8.4 Asia-Pacific Machine Learning in Utilities Market Size by Region
8.4.1 Asia-Pacific Machine Learning in Utilities Market Size by Region (2017-2022)
8.4.2 Asia-Pacific Machine Learning in Utilities Market Size by Region (2023-2028)
8.4.3 China
8.4.4 Japan
8.4.5 South Korea
8.4.6 Southeast Asia
8.4.7 India
8.4.8 Australia
9 Latin America
9.1 Latin America Machine Learning in Utilities Market Size (2017-2028)
9.2 Latin America Machine Learning in Utilities Market Size by Type
9.2.1 Latin America Machine Learning in Utilities Market Size by Type (2017-2022)
9.2.2 Latin America Machine Learning in Utilities Market Size by Type (2023-2028)
9.2.3 Latin America Machine Learning in Utilities Market Share by Type (2017-2028)
9.3 Latin America Machine Learning in Utilities Market Size by Application
9.3.1 Latin America Machine Learning in Utilities Market Size by Application (2017-2022)
9.3.2 Latin America Machine Learning in Utilities Market Size by Application (2023-2028)
9.3.3 Latin America Machine Learning in Utilities Market Share by Application (2017-2028)
9.4 Latin America Machine Learning in Utilities Market Size by Country
9.4.1 Latin America Machine Learning in Utilities Market Size by Country (2017-2022)
9.4.2 Latin America Machine Learning in Utilities Market Size by Country (2023-2028)
9.4.3 Mexico
9.4.4 Brazil
10 Middle East & Africa
10.1 Middle East & Africa Machine Learning in Utilities Market Size (2017-2028)
10.2 Middle East & Africa Machine Learning in Utilities Market Size by Type
10.2.1 Middle East & Africa Machine Learning in Utilities Market Size by Type (2017-2022)
10.2.2 Middle East & Africa Machine Learning in Utilities Market Size by Type (2023-2028)
10.2.3 Middle East & Africa Machine Learning in Utilities Market Share by Type (2017-2028)
10.3 Middle East & Africa Machine Learning in Utilities Market Size by Application
10.3.1 Middle East & Africa Machine Learning in Utilities Market Size by Application (2017-2022)
10.3.2 Middle East & Africa Machine Learning in Utilities Market Size by Application (2023-2028)
10.3.3 Middle East & Africa Machine Learning in Utilities Market Share by Application (2017-2028)
10.4 Middle East & Africa Machine Learning in Utilities Market Size by Country
10.4.1 Middle East & Africa Machine Learning in Utilities Market Size by Country (2017-2022)
10.4.2 Middle East & Africa Machine Learning in Utilities Market Size by Country (2023-2028)
10.4.3 Turkey
10.4.4 Saudi Arabia
10.4.5 UAE
11 Key Players Profiles
11.1 Baidu
11.1.1 Baidu Company Details
11.1.2 Baidu Business Overview
11.1.3 Baidu Machine Learning in Utilities Introduction
11.1.4 Baidu Revenue in Machine Learning in Utilities Business (2017-2022)
11.1.5 Baidu Recent Developments
11.2 Hewlett Packard Enterprise Development LP
11.2.1 Hewlett Packard Enterprise Development LP Company Details
11.2.2 Hewlett Packard Enterprise Development LP Business Overview
11.2.3 Hewlett Packard Enterprise Development LP Machine Learning in Utilities Introduction
11.2.4 Hewlett Packard Enterprise Development LP Revenue in Machine Learning in Utilities Business (2017-2022)
11.2.5 Hewlett Packard Enterprise Development LP Recent Developments
11.3 SAS Institute, Inc.
11.3.1 SAS Institute, Inc. Company Details
11.3.2 SAS Institute, Inc. Business Overview
11.3.3 SAS Institute, Inc. Machine Learning in Utilities Introduction
11.3.4 SAS Institute, Inc. Revenue in Machine Learning in Utilities Business (2017-2022)
11.3.5 SAS Institute, Inc. Recent Developments
11.4 IBM
11.4.1 IBM Company Details
11.4.2 IBM Business Overview
11.4.3 IBM Machine Learning in Utilities Introduction
11.4.4 IBM Revenue in Machine Learning in Utilities Business (2017-2022)
11.4.5 IBM Recent Developments
11.5 Microsoft
11.5.1 Microsoft Company Details
11.5.2 Microsoft Business Overview
11.5.3 Microsoft Machine Learning in Utilities Introduction
11.5.4 Microsoft Revenue in Machine Learning in Utilities Business (2017-2022)
11.5.5 Microsoft Recent Developments
11.6 Nvidia
11.6.1 Nvidia Company Details
11.6.2 Nvidia Business Overview
11.6.3 Nvidia Machine Learning in Utilities Introduction
11.6.4 Nvidia Revenue in Machine Learning in Utilities Business (2017-2022)
11.6.5 Nvidia Recent Developments
11.7 Amazon Web Services
11.7.1 Amazon Web Services Company Details
11.7.2 Amazon Web Services Business Overview
11.7.3 Amazon Web Services Machine Learning in Utilities Introduction
11.7.4 Amazon Web Services Revenue in Machine Learning in Utilities Business (2017-2022)
11.7.5 Amazon Web Services Recent Developments
11.8 Oracle
11.8.1 Oracle Company Details
11.8.2 Oracle Business Overview
11.8.3 Oracle Machine Learning in Utilities Introduction
11.8.4 Oracle Revenue in Machine Learning in Utilities Business (2017-2022)
11.8.5 Oracle Recent Developments
11.9 SAP
11.9.1 SAP Company Details
11.9.2 SAP Business Overview
11.9.3 SAP Machine Learning in Utilities Introduction
11.9.4 SAP Revenue in Machine Learning in Utilities Business (2017-2022)
11.9.5 SAP Recent Developments
11.10 BigML, Inc.
11.10.1 BigML, Inc. Company Details
11.10.2 BigML, Inc. Business Overview
11.10.3 BigML, Inc. Machine Learning in Utilities Introduction
11.10.4 BigML, Inc. Revenue in Machine Learning in Utilities Business (2017-2022)
11.10.5 BigML, Inc. Recent Developments
11.11 Fair Isaac Corporation
11.11.1 Fair Isaac Corporation Company Details
11.11.2 Fair Isaac Corporation Business Overview
11.11.3 Fair Isaac Corporation Machine Learning in Utilities Introduction
11.11.4 Fair Isaac Corporation Revenue in Machine Learning in Utilities Business (2017-2022)
11.11.5 Fair Isaac Corporation Recent Developments
11.12 Intel Corporation
11.12.1 Intel Corporation Company Details
11.12.2 Intel Corporation Business Overview
11.12.3 Intel Corporation Machine Learning in Utilities Introduction
11.12.4 Intel Corporation Revenue in Machine Learning in Utilities Business (2017-2022)
11.12.5 Intel Corporation Recent Developments
11.13 Google LLC
11.13.1 Google LLC Company Details
11.13.2 Google LLC Business Overview
11.13.3 Google LLC Machine Learning in Utilities Introduction
11.13.4 Google LLC Revenue in Machine Learning in Utilities Business (2017-2022)
11.13.5 Google LLC Recent Developments
11.14 H2o.AI
11.14.1 H2o.AI Company Details
11.14.2 H2o.AI Business Overview
11.14.3 H2o.AI Machine Learning in Utilities Introduction
11.14.4 H2o.AI Revenue in Machine Learning in Utilities Business (2017-2022)
11.14.5 H2o.AI Recent Developments
11.15 Alpiq
11.15.1 Alpiq Company Details
11.15.2 Alpiq Business Overview
11.15.3 Alpiq Machine Learning in Utilities Introduction
11.15.4 Alpiq Revenue in Machine Learning in Utilities Business (2017-2022)
11.15.5 Alpiq Recent Developments
11.16 SmartCloud
11.16.1 SmartCloud Company Details
11.16.2 SmartCloud Business Overview
11.16.3 SmartCloud Machine Learning in Utilities Introduction
11.16.4 SmartCloud Revenue in Machine Learning in Utilities Business (2017-2022)
11.16.5 SmartCloud Recent Developments
12 Analyst's Viewpoints/Conclusions
13 Appendix
13.1 Research Methodology
13.1.1 Methodology/Research Approach
13.1.2 Data Source
13.2 Author Details
13.3 Disclaimer

List of Tables
Table 1. Global Machine Learning in Utilities Market Size Growth Rate by Type (US$ Million), 2017 VS 2021 VS 2028
Table 2. Key Players of Hardware
Table 3. Key Players of Software
Table 4. Key Players of Service
Table 5. Global Machine Learning in Utilities Market Size Growth Rate by Application (US$ Million), 2017 VS 2021 VS 2028
Table 6. Global Machine Learning in Utilities Market Size by Region (US$ Million): 2017 VS 2021 VS 2028
Table 7. Global Machine Learning in Utilities Market Size by Region (2017-2022) & (US$ Million)
Table 8. Global Machine Learning in Utilities Market Share by Region (2017-2022)
Table 9. Global Machine Learning in Utilities Forecasted Market Size by Region (2023-2028) & (US$ Million)
Table 10. Global Machine Learning in Utilities Market Share by Region (2023-2028)
Table 11. Machine Learning in Utilities Market Trends
Table 12. Machine Learning in Utilities Market Drivers
Table 13. Machine Learning in Utilities Market Challenges
Table 14. Machine Learning in Utilities Market Restraints
Table 15. Global Machine Learning in Utilities Revenue by Players (2017-2022) & (US$ Million)
Table 16. Global Machine Learning in Utilities Revenue Share by Players (2017-2022)
Table 17. Global Top Machine Learning in Utilities by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Machine Learning in Utilities as of 2021)
Table 18. Ranking of Global Top Machine Learning in Utilities Companies by Revenue (US$ Million) in 2021
Table 19. Global 5 Largest Players Market Share by Machine Learning in Utilities Revenue (CR5 and HHI) & (2017-2022)
Table 20. Key Players Headquarters and Area Served
Table 21. Key Players Machine Learning in Utilities Product Solution and Service
Table 22. Date of Enter into Machine Learning in Utilities Market
Table 23. Mergers & Acquisitions, Expansion Plans
Table 24. Global Machine Learning in Utilities Market Size by Type (2017-2022) & (US$ Million)
Table 25. Global Machine Learning in Utilities Revenue Market Share by Type (2017-2022)
Table 26. Global Machine Learning in Utilities Forecasted Market Size by Type (2023-2028) & (US$ Million)
Table 27. Global Machine Learning in Utilities Revenue Market Share by Type (2023-2028)
Table 28. Global Machine Learning in Utilities Market Size by Application (2017-2022) & (US$ Million)
Table 29. Global Machine Learning in Utilities Revenue Share by Application (2017-2022)
Table 30. Global Machine Learning in Utilities Forecasted Market Size by Application (2023-2028) & (US$ Million)
Table 31. Global Machine Learning in Utilities Revenue Share by Application (2023-2028)
Table 32. North America Machine Learning in Utilities Market Size by Type (2017-2022) & (US$ Million)
Table 33. North America Machine Learning in Utilities Market Size by Type (2023-2028) & (US$ Million)
Table 34. North America Machine Learning in Utilities Market Size by Application (2017-2022) & (US$ Million)
Table 35. North America Machine Learning in Utilities Market Size by Application (2023-2028) & (US$ Million)
Table 36. North America Machine Learning in Utilities Market Size by Country (2017-2022) & (US$ Million)
Table 37. North America Machine Learning in Utilities Market Size by Country (2023-2028) & (US$ Million)
Table 38. Europe Machine Learning in Utilities Market Size by Type (2017-2022) & (US$ Million)
Table 39. Europe Machine Learning in Utilities Market Size by Type (2023-2028) & (US$ Million)
Table 40. Europe Machine Learning in Utilities Market Size by Application (2017-2022) & (US$ Million)
Table 41. Europe Machine Learning in Utilities Market Size by Application (2023-2028) & (US$ Million)
Table 42. Europe Machine Learning in Utilities Market Size by Country (2017-2022) & (US$ Million)
Table 43. Europe Machine Learning in Utilities Market Size by Country (2023-2028) & (US$ Million)
Table 44. Asia Pacific Machine Learning in Utilities Market Size by Type (2017-2022) & (US$ Million)
Table 45. Asia Pacific Machine Learning in Utilities Market Size by Type (2023-2028) & (US$ Million)
Table 46. Asia Pacific Machine Learning in Utilities Market Size by Application (2017-2022) & (US$ Million)
Table 47. Asia Pacific Machine Learning in Utilities Market Size by Application (2023-2028) & (US$ Million)
Table 48. Asia Pacific Machine Learning in Utilities Market Size by Region (2017-2022) & (US$ Million)
Table 49. Asia Pacific Machine Learning in Utilities Market Size by Region (2023-2028) & (US$ Million)
Table 50. Latin America Machine Learning in Utilities Market Size by Type (2017-2022) & (US$ Million)
Table 51. Latin America Machine Learning in Utilities Market Size by Type (2023-2028) & (US$ Million)
Table 52. Latin America Machine Learning in Utilities Market Size by Application (2017-2022) & (US$ Million)
Table 53. Latin America Machine Learning in Utilities Market Size by Application (2023-2028) & (US$ Million)
Table 54. Latin America Machine Learning in Utilities Market Size by Country (2017-2022) & (US$ Million)
Table 55. Latin America Machine Learning in Utilities Market Size by Country (2023-2028) & (US$ Million)
Table 56. Middle East and Africa Machine Learning in Utilities Market Size by Type (2017-2022) & (US$ Million)
Table 57. Middle East and Africa Machine Learning in Utilities Market Size by Type (2023-2028) & (US$ Million)
Table 58. Middle East and Africa Machine Learning in Utilities Market Size by Application (2017-2022) & (US$ Million)
Table 59. Middle East and Africa Machine Learning in Utilities Market Size by Application (2023-2028) & (US$ Million)
Table 60. Middle East and Africa Machine Learning in Utilities Market Size by Country (2017-2022) & (US$ Million)
Table 61. Middle East and Africa Machine Learning in Utilities Market Size by Country (2023-2028) & (US$ Million)
Table 62. Baidu Company Details
Table 63. Baidu Business Overview
Table 64. Baidu Machine Learning in Utilities Product
Table 65. Baidu Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 66. Baidu Recent Developments
Table 67. Hewlett Packard Enterprise Development LP Company Details
Table 68. Hewlett Packard Enterprise Development LP Business Overview
Table 69. Hewlett Packard Enterprise Development LP Machine Learning in Utilities Product
Table 70. Hewlett Packard Enterprise Development LP Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 71. Hewlett Packard Enterprise Development LP Recent Developments
Table 72. SAS Institute, Inc. Company Details
Table 73. SAS Institute, Inc. Business Overview
Table 74. SAS Institute, Inc. Machine Learning in Utilities Product
Table 75. SAS Institute, Inc. Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 76. SAS Institute, Inc. Recent Developments
Table 77. IBM Company Details
Table 78. IBM Business Overview
Table 79. IBM Machine Learning in Utilities Product
Table 80. IBM Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 81. IBM Recent Developments
Table 82. Microsoft Company Details
Table 83. Microsoft Business Overview
Table 84. Microsoft Machine Learning in Utilities Product
Table 85. Microsoft Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 86. Microsoft Recent Developments
Table 87. Nvidia Company Details
Table 88. Nvidia Business Overview
Table 89. Nvidia Machine Learning in Utilities Product
Table 90. Nvidia Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 91. Nvidia Recent Developments
Table 92. Amazon Web Services Company Details
Table 93. Amazon Web Services Business Overview
Table 94. Amazon Web Services Machine Learning in Utilities Product
Table 95. Amazon Web Services Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 96. Amazon Web Services Recent Developments
Table 97. Oracle Company Details
Table 98. Oracle Business Overview
Table 99. Oracle Machine Learning in Utilities Product
Table 100. Oracle Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 101. Oracle Recent Developments
Table 102. SAP Company Details
Table 103. SAP Business Overview
Table 104. SAP Machine Learning in Utilities Product
Table 105. SAP Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 106. SAP Recent Developments
Table 107. BigML, Inc. Company Details
Table 108. BigML, Inc. Business Overview
Table 109. BigML, Inc. Machine Learning in Utilities Product
Table 110. BigML, Inc. Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 111. BigML, Inc. Recent Developments
Table 112. Fair Isaac Corporation Company Details
Table 113. Fair Isaac Corporation Business Overview
Table 114. Fair Isaac Corporation Machine Learning in Utilities Product
Table 115. Fair Isaac Corporation Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 116. Fair Isaac Corporation Recent Developments
Table 117. Intel Corporation Company Details
Table 118. Intel Corporation Business Overview
Table 119. Intel Corporation Machine Learning in Utilities Product
Table 120. Intel Corporation Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 121. Intel Corporation Recent Developments
Table 122. Google LLC Company Details
Table 123. Google LLC Business Overview
Table 124. Google LLC Machine Learning in Utilities Product
Table 125. Google LLC Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 126. Google LLC Recent Developments
Table 127. H2o.AI Company Details
Table 128. H2o.AI Business Overview
Table 129. H2o.AI Machine Learning in Utilities Product
Table 130. H2o.AI Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 131. H2o.AI Recent Developments
Table 132. Alpiq Company Details
Table 133. Alpiq Business Overview
Table 134. Alpiq Machine Learning in Utilities Product
Table 135. Alpiq Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 136. Alpiq Recent Developments
Table 137. SmartCloud Company Details
Table 138. SmartCloud Business Overview
Table 139. SmartCloud Machine Learning in Utilities Product
Table 140. SmartCloud Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 141. SmartCloud Recent Developments
Table 142. Research Programs/Design for This Report
Table 143. Key Data Information from Secondary Sources
Table 144. Key Data Information from Primary Sources
List of Figures
Figure 1. Global Machine Learning in Utilities Market Share by Type: 2021 VS 2028
Figure 2. Hardware Features
Figure 3. Software Features
Figure 4. Service Features
Figure 5. Global Machine Learning in Utilities Market Share by Application: 2021 VS 2028
Figure 6. Renewable Energy Management Case Studies
Figure 7. Demand Forecast Case Studies
Figure 8. Safety and Security Case Studies
Figure 9. Infrastructure Case Studies
Figure 10. Other Case Studies
Figure 11. Machine Learning in Utilities Report Years Considered
Figure 12. Global Machine Learning in Utilities Market Size (US$ Million), Year-over-Year: 2017-2028
Figure 13. Global Machine Learning in Utilities Market Size, (US$ Million), 2017 VS 2021 VS 2028
Figure 14. Global Machine Learning in Utilities Market Share by Region: 2021 VS 2028
Figure 15. Global Machine Learning in Utilities Market Share by Players in 2021
Figure 16. Global Top Machine Learning in Utilities Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Machine Learning in Utilities as of 2021)
Figure 17. The Top 10 and 5 Players Market Share by Machine Learning in Utilities Revenue in 2021
Figure 18. North America Machine Learning in Utilities Market Size YoY (2017-2028) & (US$ Million)
Figure 19. North America Machine Learning in Utilities Market Size Market Share by Type (2017-2028)
Figure 20. North America Machine Learning in Utilities Market Size Market Share by Application (2017-2028)
Figure 21. North America Machine Learning in Utilities Market Size Share by Country (2017-2028)
Figure 22. United States Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 23. Canada Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 24. Europe Machine Learning in Utilities Market Size YoY (2017-2028) & (US$ Million)
Figure 25. Europe Machine Learning in Utilities Market Size Market Share by Type (2017-2028)
Figure 26. Europe Machine Learning in Utilities Market Size Market Share by Application (2017-2028)
Figure 27. Europe Machine Learning in Utilities Market Size Share by Country (2017-2028)
Figure 28. Germany Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 29. France Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 30. U.K. Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 31. Italy Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 32. Russia Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 33. Nordic Countries Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 34. Asia-Pacific Machine Learning in Utilities Market Size YoY (2017-2028) & (US$ Million)
Figure 35. Asia Pacific Machine Learning in Utilities Market Size Market Share by Type (2017-2028)
Figure 36. Asia Pacific Machine Learning in Utilities Market Size Market Share by Application (2017-2028)
Figure 37. Asia Pacific Machine Learning in Utilities Market Size Share by Region (2017-2028)
Figure 38. China Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 39. Japan Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 40. South Korea Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 41. Southeast Asia Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 42. India Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 43. Australia Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
List of Figures
Figure 44. Latin America Machine Learning in Utilities Market Size YoY (2017-2028) & (US$ Million)
Figure 45. Latin America Machine Learning in Utilities Market Size Market Share by Type (2017-2028)
Figure 46. Latin America Machine Learning in Utilities Market Size Market Share by Application (2017-2028)
Figure 47. Latin America Machine Learning in Utilities Market Size Share by Country (2017-2028)
Figure 48. Mexico Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 49. Brazil Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 50. Middle East & Africa Machine Learning in Utilities Market Size YoY (2017-2028) & (US$ Million)
Figure 51. Middle East and Africa Machine Learning in Utilities Market Size Market Share by Type (2017-2028)
Figure 52. Middle East and Africa Machine Learning in Utilities Market Size Market Share by Application (2017-2028)
Figure 53. Middle East and Africa Machine Learning in Utilities Market Size Share by Country (2017-2028)
Figure 54. Turkey Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 55. Saudi Arabia Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 56. UAE Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 57. Baidu Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 58. Hewlett Packard Enterprise Development LP Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 59. SAS Institute, Inc. Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 60. IBM Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 61. Microsoft Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 62. Nvidia Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 63. Amazon Web Services Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 64. Oracle Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 65. SAP Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 66. BigML, Inc. Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 67. Fair Isaac Corporation Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 68. Intel Corporation Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 69. Google LLC Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 70. H2o.AI Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 71. Alpiq Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 72. SmartCloud Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 73. Bottom-up and Top-down Approaches for This Report
Figure 74. Data Triangulation
Figure 75. Key Executives Interviewed

SECONDARY RESEARCH
Secondary Research Information is collected from a number of publicly available as well as paid databases. Public sources involve publications by different associations and governments, annual reports and statements of companies, white papers and research publications by recognized industry experts and renowned academia etc. Paid data sources include third party authentic industry databases.

PRIMARY RESEARCH
Once data collection is done through secondary research, primary interviews are conducted with different stakeholders across the value chain like manufacturers, distributors, ingredient/input suppliers, end customers and other key opinion leaders of the industry. Primary research is used both to validate the data points obtained from secondary research and to fill in the data gaps after secondary research.

MARKET ENGINEERING
The market engineering phase involves analyzing the data collected, market breakdown and forecasting. Macroeconomic indicators and bottom-up and top-down approaches are used to arrive at a complete set of data points that give way to valuable qualitative and quantitative insights. Each data point is verified by the process of data triangulation to validate the numbers and arrive at close estimates.

EXPERT VALIDATION
The market engineered data is verified and validated by a number of experts, both in-house and external.

REPORT WRITING/ PRESENTATION
After the data is curated by the mentioned highly sophisticated process, the analysts begin to write the report. Garnering insights from data and forecasts, insights are drawn to visualize the entire ecosystem in a single report.