Global GPU for Deep Learning Market Growth 2022-2028
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As the global economy mends, the 2021 growth of GPU for Deep Learning will have significant change from previous year. According to our (LP Information) latest study, the global GPU for Deep Learning market size is USD million in 2022 from USD million in 2021, with a change of % between 2021 and 2022. The global GPU for Deep Learning market size will reach USD million in 2028, growing at a CAGR of % over the analysis period.
The United States GPU for Deep Learning market is expected at value of US$ million in 2021 and grow at approximately % CAGR during review period. China constitutes a % market for the global GPU for Deep Learning market, reaching US$ million by the year 2028. As for the Europe GPU for Deep Learning landscape, Germany is projected to reach US$ million by 2028 trailing a CAGR of % over the forecast period. In APAC, the growth rates of other notable markets (Japan and South Korea) are projected to be at % and % respectively for the next 5-year period.
Global main GPU for Deep Learning players cover Nvidia, AMD, Intel, and , etc. In terms of revenue, the global largest two companies occupy a share nearly % in 2021.
This report presents a comprehensive overview, market shares, and growth opportunities of GPU for Deep Learning market by product type, application, key manufacturers and key regions and countries.
Segmentation by type: breakdown data from 2017 to 2022, in Section 2.3; and forecast to 2028 in section 12.6
As the global economy mends, the 2021 growth of GPU for Deep Learning will have significant change from previous year. According to our (LP Information) latest study, the global GPU for Deep Learning market size is USD million in 2022 from USD million in 2021, with a change of % between 2021 and 2022. The global GPU for Deep Learning market size will reach USD million in 2028, growing at a CAGR of % over the analysis period.
The United States GPU for Deep Learning market is expected at value of US$ million in 2021 and grow at approximately % CAGR during review period. China constitutes a % market for the global GPU for Deep Learning market, reaching US$ million by the year 2028. As for the Europe GPU for Deep Learning landscape, Germany is projected to reach US$ million by 2028 trailing a CAGR of % over the forecast period. In APAC, the growth rates of other notable markets (Japan and South Korea) are projected to be at % and % respectively for the next 5-year period.
Global main GPU for Deep Learning players cover Nvidia, AMD, Intel, and , etc. In terms of revenue, the global largest two companies occupy a share nearly % in 2021.
This report presents a comprehensive overview, market shares, and growth opportunities of GPU for Deep Learning market by product type, application, key manufacturers and key regions and countries.
Segmentation by type: breakdown data from 2017 to 2022, in Section 2.3; and forecast to 2028 in section 12.6
- RAM Below 4GB
- RAM 4~8 GB
- RAM 8~12GB
- RAM Above 12GB
- Personal Computers
- Workstations
- Game Consoles
- Americas
- United States
- Canada
- Mexico
- Brazil
- APAC
- China
- Japan
- Korea
- Southeast Asia
- India
- Australia
- Europe
- Germany
- France
- UK
- Italy
- Russia
- Middle East & Africa
- Egypt
- South Africa
- Israel
- Turkey
- GCC Countries
- Nvidia
- AMD
- Intel
1 SCOPE OF THE REPORT
1.1 Market Introduction
1.2 Years Considered
1.3 Research Objectives
1.4 Market Research Methodology
1.5 Research Process and Data Source
1.6 Economic Indicators
1.7 Currency Considered
2 EXECUTIVE SUMMARY
2.1 World Market Overview
2.1.1 Global GPU for Deep Learning Annual Sales 2017-2028
2.1.2 World Current & Future Analysis for GPU for Deep Learning by Geographic Region, 2017, 2022 & 2028
2.1.3 World Current & Future Analysis for GPU for Deep Learning by Country/Region, 2017, 2022 & 2028
2.2 GPU for Deep Learning Segment by Type
2.2.1 RAM Below 4GB
2.2.2 RAM 4~8 GB
2.2.3 RAM 8~12GB
2.2.4 RAM Above 12GB
2.3 GPU for Deep Learning Sales by Type
2.3.1 Global GPU for Deep Learning Sales Market Share by Type (2017-2022)
2.3.2 Global GPU for Deep Learning Revenue and Market Share by Type (2017-2022)
2.3.3 Global GPU for Deep Learning Sale Price by Type (2017-2022)
2.4 GPU for Deep Learning Segment by Application
2.4.1 Personal Computers
2.4.2 Workstations
2.4.3 Game Consoles
2.5 GPU for Deep Learning Sales by Application
2.5.1 Global GPU for Deep Learning Sale Market Share by Application (2017-2022)
2.5.2 Global GPU for Deep Learning Revenue and Market Share by Application (2017-2022)
2.5.3 Global GPU for Deep Learning Sale Price by Application (2017-2022)
3 GLOBAL GPU FOR DEEP LEARNING BY COMPANY
3.1 Global GPU for Deep Learning Breakdown Data by Company
3.1.1 Global GPU for Deep Learning Annual Sales by Company (2020-2022)
3.1.2 Global GPU for Deep Learning Sales Market Share by Company (2020-2022)
3.2 Global GPU for Deep Learning Annual Revenue by Company (2020-2022)
3.2.1 Global GPU for Deep Learning Revenue by Company (2020-2022)
3.2.2 Global GPU for Deep Learning Revenue Market Share by Company (2020-2022)
3.3 Global GPU for Deep Learning Sale Price by Company
3.4 Key Manufacturers GPU for Deep Learning Producing Area Distribution, Sales Area, Product Type
3.4.1 Key Manufacturers GPU for Deep Learning Product Location Distribution
3.4.2 Players GPU for Deep Learning Products Offered
3.5 Market Concentration Rate Analysis
3.5.1 Competition Landscape Analysis
3.5.2 Concentration Ratio (CR3, CR5 and CR10) & (2020-2022)
3.6 New Products and Potential Entrants
3.7 Mergers & Acquisitions, Expansion
4 WORLD HISTORIC REVIEW FOR GPU FOR DEEP LEARNING BY GEOGRAPHIC REGION
4.1 World Historic GPU for Deep Learning Market Size by Geographic Region (2017-2022)
4.1.1 Global GPU for Deep Learning Annual Sales by Geographic Region (2017-2022)
4.1.2 Global GPU for Deep Learning Annual Revenue by Geographic Region
4.2 World Historic GPU for Deep Learning Market Size by Country/Region (2017-2022)
4.2.1 Global GPU for Deep Learning Annual Sales by Country/Region (2017-2022)
4.2.2 Global GPU for Deep Learning Annual Revenue by Country/Region
4.3 Americas GPU for Deep Learning Sales Growth
4.4 APAC GPU for Deep Learning Sales Growth
4.5 Europe GPU for Deep Learning Sales Growth
4.6 Middle East & Africa GPU for Deep Learning Sales Growth
5 AMERICAS
5.1 Americas GPU for Deep Learning Sales by Country
5.1.1 Americas GPU for Deep Learning Sales by Country (2017-2022)
5.1.2 Americas GPU for Deep Learning Revenue by Country (2017-2022)
5.2 Americas GPU for Deep Learning Sales by Type
5.3 Americas GPU for Deep Learning Sales by Application
5.4 United States
5.5 Canada
5.6 Mexico
5.7 Brazil
6 APAC
6.1 APAC GPU for Deep Learning Sales by Region
6.1.1 APAC GPU for Deep Learning Sales by Region (2017-2022)
6.1.2 APAC GPU for Deep Learning Revenue by Region (2017-2022)
6.2 APAC GPU for Deep Learning Sales by Type
6.3 APAC GPU for Deep Learning Sales by Application
6.4 China
6.5 Japan
6.6 South Korea
6.7 Southeast Asia
6.8 India
6.9 Australia
6.10 China Taiwan
7 EUROPE
7.1 Europe GPU for Deep Learning by Country
7.1.1 Europe GPU for Deep Learning Sales by Country (2017-2022)
7.1.2 Europe GPU for Deep Learning Revenue by Country (2017-2022)
7.2 Europe GPU for Deep Learning Sales by Type
7.3 Europe GPU for Deep Learning Sales by Application
7.4 Germany
7.5 France
7.6 UK
7.7 Italy
7.8 Russia
8 MIDDLE EAST & AFRICA
8.1 Middle East & Africa GPU for Deep Learning by Country
8.1.1 Middle East & Africa GPU for Deep Learning Sales by Country (2017-2022)
8.1.2 Middle East & Africa GPU for Deep Learning Revenue by Country (2017-2022)
8.2 Middle East & Africa GPU for Deep Learning Sales by Type
8.3 Middle East & Africa GPU for Deep Learning Sales by Application
8.4 Egypt
8.5 South Africa
8.6 Israel
8.7 Turkey
8.8 GCC Countries
9 MARKET DRIVERS, CHALLENGES AND TRENDS
9.1 Market Drivers & Growth Opportunities
9.2 Market Challenges & Risks
9.3 Industry Trends
10 MANUFACTURING COST STRUCTURE ANALYSIS
10.1 Raw Material and Suppliers
10.2 Manufacturing Cost Structure Analysis of GPU for Deep Learning
10.3 Manufacturing Process Analysis of GPU for Deep Learning
10.4 Industry Chain Structure of GPU for Deep Learning
11 MARKETING, DISTRIBUTORS AND CUSTOMER
11.1 Sales Channel
11.1.1 Direct Channels
11.1.2 Indirect Channels
11.2 GPU for Deep Learning Distributors
11.3 GPU for Deep Learning Customer
12 WORLD FORECAST REVIEW FOR GPU FOR DEEP LEARNING BY GEOGRAPHIC REGION
12.1 Global GPU for Deep Learning Market Size Forecast by Region
12.1.1 Global GPU for Deep Learning Forecast by Region (2023-2028)
12.1.2 Global GPU for Deep Learning Annual Revenue Forecast by Region (2023-2028)
12.2 Americas Forecast by Country
12.3 APAC Forecast by Region
12.4 Europe Forecast by Country
12.5 Middle East & Africa Forecast by Country
12.6 Global GPU for Deep Learning Forecast by Type
12.7 Global GPU for Deep Learning Forecast by Application
13 KEY PLAYERS ANALYSIS
13.1 Nvidia
13.1.1 Nvidia Company Information
13.1.2 Nvidia GPU for Deep Learning Product Offered
13.1.3 Nvidia GPU for Deep Learning Sales, Revenue, Price and Gross Margin (2020-2022)
13.1.4 Nvidia Main Business Overview
13.1.5 Nvidia Latest Developments
13.2 AMD
13.2.1 AMD Company Information
13.2.2 AMD GPU for Deep Learning Product Offered
13.2.3 AMD GPU for Deep Learning Sales, Revenue, Price and Gross Margin (2020-2022)
13.2.4 AMD Main Business Overview
13.2.5 AMD Latest Developments
13.3 Intel
13.3.1 Intel Company Information
13.3.2 Intel GPU for Deep Learning Product Offered
13.3.3 Intel GPU for Deep Learning Sales, Revenue, Price and Gross Margin (2020-2022)
13.3.4 Intel Main Business Overview
13.3.5 Intel Latest Developments
14 RESEARCH FINDINGS AND CONCLUSION
1.1 Market Introduction
1.2 Years Considered
1.3 Research Objectives
1.4 Market Research Methodology
1.5 Research Process and Data Source
1.6 Economic Indicators
1.7 Currency Considered
2 EXECUTIVE SUMMARY
2.1 World Market Overview
2.1.1 Global GPU for Deep Learning Annual Sales 2017-2028
2.1.2 World Current & Future Analysis for GPU for Deep Learning by Geographic Region, 2017, 2022 & 2028
2.1.3 World Current & Future Analysis for GPU for Deep Learning by Country/Region, 2017, 2022 & 2028
2.2 GPU for Deep Learning Segment by Type
2.2.1 RAM Below 4GB
2.2.2 RAM 4~8 GB
2.2.3 RAM 8~12GB
2.2.4 RAM Above 12GB
2.3 GPU for Deep Learning Sales by Type
2.3.1 Global GPU for Deep Learning Sales Market Share by Type (2017-2022)
2.3.2 Global GPU for Deep Learning Revenue and Market Share by Type (2017-2022)
2.3.3 Global GPU for Deep Learning Sale Price by Type (2017-2022)
2.4 GPU for Deep Learning Segment by Application
2.4.1 Personal Computers
2.4.2 Workstations
2.4.3 Game Consoles
2.5 GPU for Deep Learning Sales by Application
2.5.1 Global GPU for Deep Learning Sale Market Share by Application (2017-2022)
2.5.2 Global GPU for Deep Learning Revenue and Market Share by Application (2017-2022)
2.5.3 Global GPU for Deep Learning Sale Price by Application (2017-2022)
3 GLOBAL GPU FOR DEEP LEARNING BY COMPANY
3.1 Global GPU for Deep Learning Breakdown Data by Company
3.1.1 Global GPU for Deep Learning Annual Sales by Company (2020-2022)
3.1.2 Global GPU for Deep Learning Sales Market Share by Company (2020-2022)
3.2 Global GPU for Deep Learning Annual Revenue by Company (2020-2022)
3.2.1 Global GPU for Deep Learning Revenue by Company (2020-2022)
3.2.2 Global GPU for Deep Learning Revenue Market Share by Company (2020-2022)
3.3 Global GPU for Deep Learning Sale Price by Company
3.4 Key Manufacturers GPU for Deep Learning Producing Area Distribution, Sales Area, Product Type
3.4.1 Key Manufacturers GPU for Deep Learning Product Location Distribution
3.4.2 Players GPU for Deep Learning Products Offered
3.5 Market Concentration Rate Analysis
3.5.1 Competition Landscape Analysis
3.5.2 Concentration Ratio (CR3, CR5 and CR10) & (2020-2022)
3.6 New Products and Potential Entrants
3.7 Mergers & Acquisitions, Expansion
4 WORLD HISTORIC REVIEW FOR GPU FOR DEEP LEARNING BY GEOGRAPHIC REGION
4.1 World Historic GPU for Deep Learning Market Size by Geographic Region (2017-2022)
4.1.1 Global GPU for Deep Learning Annual Sales by Geographic Region (2017-2022)
4.1.2 Global GPU for Deep Learning Annual Revenue by Geographic Region
4.2 World Historic GPU for Deep Learning Market Size by Country/Region (2017-2022)
4.2.1 Global GPU for Deep Learning Annual Sales by Country/Region (2017-2022)
4.2.2 Global GPU for Deep Learning Annual Revenue by Country/Region
4.3 Americas GPU for Deep Learning Sales Growth
4.4 APAC GPU for Deep Learning Sales Growth
4.5 Europe GPU for Deep Learning Sales Growth
4.6 Middle East & Africa GPU for Deep Learning Sales Growth
5 AMERICAS
5.1 Americas GPU for Deep Learning Sales by Country
5.1.1 Americas GPU for Deep Learning Sales by Country (2017-2022)
5.1.2 Americas GPU for Deep Learning Revenue by Country (2017-2022)
5.2 Americas GPU for Deep Learning Sales by Type
5.3 Americas GPU for Deep Learning Sales by Application
5.4 United States
5.5 Canada
5.6 Mexico
5.7 Brazil
6 APAC
6.1 APAC GPU for Deep Learning Sales by Region
6.1.1 APAC GPU for Deep Learning Sales by Region (2017-2022)
6.1.2 APAC GPU for Deep Learning Revenue by Region (2017-2022)
6.2 APAC GPU for Deep Learning Sales by Type
6.3 APAC GPU for Deep Learning Sales by Application
6.4 China
6.5 Japan
6.6 South Korea
6.7 Southeast Asia
6.8 India
6.9 Australia
6.10 China Taiwan
7 EUROPE
7.1 Europe GPU for Deep Learning by Country
7.1.1 Europe GPU for Deep Learning Sales by Country (2017-2022)
7.1.2 Europe GPU for Deep Learning Revenue by Country (2017-2022)
7.2 Europe GPU for Deep Learning Sales by Type
7.3 Europe GPU for Deep Learning Sales by Application
7.4 Germany
7.5 France
7.6 UK
7.7 Italy
7.8 Russia
8 MIDDLE EAST & AFRICA
8.1 Middle East & Africa GPU for Deep Learning by Country
8.1.1 Middle East & Africa GPU for Deep Learning Sales by Country (2017-2022)
8.1.2 Middle East & Africa GPU for Deep Learning Revenue by Country (2017-2022)
8.2 Middle East & Africa GPU for Deep Learning Sales by Type
8.3 Middle East & Africa GPU for Deep Learning Sales by Application
8.4 Egypt
8.5 South Africa
8.6 Israel
8.7 Turkey
8.8 GCC Countries
9 MARKET DRIVERS, CHALLENGES AND TRENDS
9.1 Market Drivers & Growth Opportunities
9.2 Market Challenges & Risks
9.3 Industry Trends
10 MANUFACTURING COST STRUCTURE ANALYSIS
10.1 Raw Material and Suppliers
10.2 Manufacturing Cost Structure Analysis of GPU for Deep Learning
10.3 Manufacturing Process Analysis of GPU for Deep Learning
10.4 Industry Chain Structure of GPU for Deep Learning
11 MARKETING, DISTRIBUTORS AND CUSTOMER
11.1 Sales Channel
11.1.1 Direct Channels
11.1.2 Indirect Channels
11.2 GPU for Deep Learning Distributors
11.3 GPU for Deep Learning Customer
12 WORLD FORECAST REVIEW FOR GPU FOR DEEP LEARNING BY GEOGRAPHIC REGION
12.1 Global GPU for Deep Learning Market Size Forecast by Region
12.1.1 Global GPU for Deep Learning Forecast by Region (2023-2028)
12.1.2 Global GPU for Deep Learning Annual Revenue Forecast by Region (2023-2028)
12.2 Americas Forecast by Country
12.3 APAC Forecast by Region
12.4 Europe Forecast by Country
12.5 Middle East & Africa Forecast by Country
12.6 Global GPU for Deep Learning Forecast by Type
12.7 Global GPU for Deep Learning Forecast by Application
13 KEY PLAYERS ANALYSIS
13.1 Nvidia
13.1.1 Nvidia Company Information
13.1.2 Nvidia GPU for Deep Learning Product Offered
13.1.3 Nvidia GPU for Deep Learning Sales, Revenue, Price and Gross Margin (2020-2022)
13.1.4 Nvidia Main Business Overview
13.1.5 Nvidia Latest Developments
13.2 AMD
13.2.1 AMD Company Information
13.2.2 AMD GPU for Deep Learning Product Offered
13.2.3 AMD GPU for Deep Learning Sales, Revenue, Price and Gross Margin (2020-2022)
13.2.4 AMD Main Business Overview
13.2.5 AMD Latest Developments
13.3 Intel
13.3.1 Intel Company Information
13.3.2 Intel GPU for Deep Learning Product Offered
13.3.3 Intel GPU for Deep Learning Sales, Revenue, Price and Gross Margin (2020-2022)
13.3.4 Intel Main Business Overview
13.3.5 Intel Latest Developments
14 RESEARCH FINDINGS AND CONCLUSION
LIST OF TABLES
Table 1. GPU for Deep Learning Annual Sales CAGR by Geographic Region (2017, 2022 & 2028) & ($ millions)
Table 2. GPU for Deep Learning Annual Sales CAGR by Country/Region (2017, 2022 & 2028) & ($ millions)
Table 3. Major Players of RAM Below 4GB
Table 4. Major Players of RAM 4~8 GB
Table 5. Major Players of RAM 8~12GB
Table 6. Major Players of RAM Above 12GB
Table 7. Global GPU for Deep Learning Sales by Type (2017-2022) & (K Units)
Table 8. Global GPU for Deep Learning Sales Market Share by Type (2017-2022)
Table 9. Global GPU for Deep Learning Revenue by Type (2017-2022) & ($ million)
Table 10. Global GPU for Deep Learning Revenue Market Share by Type (2017-2022)
Table 11. Global GPU for Deep Learning Sale Price by Type (2017-2022) & (USD/Unit)
Table 12. Global GPU for Deep Learning Sales by Application (2017-2022) & (K Units)
Table 13. Global GPU for Deep Learning Sales Market Share by Application (2017-2022)
Table 14. Global GPU for Deep Learning Revenue by Application (2017-2022)
Table 15. Global GPU for Deep Learning Revenue Market Share by Application (2017-2022)
Table 16. Global GPU for Deep Learning Sale Price by Application (2017-2022) & (USD/Unit)
Table 17. Global GPU for Deep Learning Sales by Company (2020-2022) & (K Units)
Table 18. Global GPU for Deep Learning Sales Market Share by Company (2020-2022)
Table 19. Global GPU for Deep Learning Revenue by Company (2020-2022) ($ Millions)
Table 20. Global GPU for Deep Learning Revenue Market Share by Company (2020-2022)
Table 21. Global GPU for Deep Learning Sale Price by Company (2020-2022) & (USD/Unit)
Table 22. Key Manufacturers GPU for Deep Learning Producing Area Distribution and Sales Area
Table 23. Players GPU for Deep Learning Products Offered
Table 24. GPU for Deep Learning Concentration Ratio (CR3, CR5 and CR10) & (2020-2022)
Table 25. New Products and Potential Entrants
Table 26. Mergers & Acquisitions, Expansion
Table 27. Global GPU for Deep Learning Sales by Geographic Region (2017-2022) & (K Units)
Table 28. Global GPU for Deep Learning Sales Market Share Geographic Region (2017-2022)
Table 29. Global GPU for Deep Learning Revenue by Geographic Region (2017-2022) & ($ millions)
Table 30. Global GPU for Deep Learning Revenue Market Share by Geographic Region (2017-2022)
Table 31. Global GPU for Deep Learning Sales by Country/Region (2017-2022) & (K Units)
Table 32. Global GPU for Deep Learning Sales Market Share by Country/Region (2017-2022)
Table 33. Global GPU for Deep Learning Revenue by Country/Region (2017-2022) & ($ millions)
Table 34. Global GPU for Deep Learning Revenue Market Share by Country/Region (2017-2022)
Table 35. Americas GPU for Deep Learning Sales by Country (2017-2022) & (K Units)
Table 36. Americas GPU for Deep Learning Sales Market Share by Country (2017-2022)
Table 37. Americas GPU for Deep Learning Revenue by Country (2017-2022) & ($ Millions)
Table 38. Americas GPU for Deep Learning Revenue Market Share by Country (2017-2022)
Table 39. Americas GPU for Deep Learning Sales by Type (2017-2022) & (K Units)
Table 40. Americas GPU for Deep Learning Sales Market Share by Type (2017-2022)
Table 41. Americas GPU for Deep Learning Sales by Application (2017-2022) & (K Units)
Table 42. Americas GPU for Deep Learning Sales Market Share by Application (2017-2022)
Table 43. APAC GPU for Deep Learning Sales by Region (2017-2022) & (K Units)
Table 44. APAC GPU for Deep Learning Sales Market Share by Region (2017-2022)
Table 45. APAC GPU for Deep Learning Revenue by Region (2017-2022) & ($ Millions)
Table 46. APAC GPU for Deep Learning Revenue Market Share by Region (2017-2022)
Table 47. APAC GPU for Deep Learning Sales by Type (2017-2022) & (K Units)
Table 48. APAC GPU for Deep Learning Sales Market Share by Type (2017-2022)
Table 49. APAC GPU for Deep Learning Sales by Application (2017-2022) & (K Units)
Table 50. APAC GPU for Deep Learning Sales Market Share by Application (2017-2022)
Table 51. Europe GPU for Deep Learning Sales by Country (2017-2022) & (K Units)
Table 52. Europe GPU for Deep Learning Sales Market Share by Country (2017-2022)
Table 53. Europe GPU for Deep Learning Revenue by Country (2017-2022) & ($ Millions)
Table 54. Europe GPU for Deep Learning Revenue Market Share by Country (2017-2022)
Table 55. Europe GPU for Deep Learning Sales by Type (2017-2022) & (K Units)
Table 56. Europe GPU for Deep Learning Sales Market Share by Type (2017-2022)
Table 57. Europe GPU for Deep Learning Sales by Application (2017-2022) & (K Units)
Table 58. Europe GPU for Deep Learning Sales Market Share by Application (2017-2022)
Table 59. Middle East & Africa GPU for Deep Learning Sales by Country (2017-2022) & (K Units)
Table 60. Middle East & Africa GPU for Deep Learning Sales Market Share by Country (2017-2022)
Table 61. Middle East & Africa GPU for Deep Learning Revenue by Country (2017-2022) & ($ Millions)
Table 62. Middle East & Africa GPU for Deep Learning Revenue Market Share by Country (2017-2022)
Table 63. Middle East & Africa GPU for Deep Learning Sales by Type (2017-2022) & (K Units)
Table 64. Middle East & Africa GPU for Deep Learning Sales Market Share by Type (2017-2022)
Table 65. Middle East & Africa GPU for Deep Learning Sales by Application (2017-2022) & (K Units)
Table 66. Middle East & Africa GPU for Deep Learning Sales Market Share by Application (2017-2022)
Table 67. Key Market Drivers & Growth Opportunities of GPU for Deep Learning
Table 68. Key Market Challenges & Risks of GPU for Deep Learning
Table 69. Key Industry Trends of GPU for Deep Learning
Table 70. GPU for Deep Learning Raw Material
Table 71. Key Suppliers of Raw Materials
Table 72. GPU for Deep Learning Distributors List
Table 73. GPU for Deep Learning Customer List
Table 74. Global GPU for Deep Learning Sales Forecast by Region (2023-2028) & (K Units)
Table 75. Global GPU for Deep Learning Sales Market Forecast by Region
Table 76. Global GPU for Deep Learning Revenue Forecast by Region (2023-2028) & ($ millions)
Table 77. Global GPU for Deep Learning Revenue Market Share Forecast by Region (2023-2028)
Table 78. Americas GPU for Deep Learning Sales Forecast by Country (2023-2028) & (K Units)
Table 79. Americas GPU for Deep Learning Revenue Forecast by Country (2023-2028) & ($ millions)
Table 80. APAC GPU for Deep Learning Sales Forecast by Region (2023-2028) & (K Units)
Table 81. APAC GPU for Deep Learning Revenue Forecast by Region (2023-2028) & ($ millions)
Table 82. Europe GPU for Deep Learning Sales Forecast by Country (2023-2028) & (K Units)
Table 83. Europe GPU for Deep Learning Revenue Forecast by Country (2023-2028) & ($ millions)
Table 84. Middle East & Africa GPU for Deep Learning Sales Forecast by Country (2023-2028) & (K Units)
Table 85. Middle East & Africa GPU for Deep Learning Revenue Forecast by Country (2023-2028) & ($ millions)
Table 86. Global GPU for Deep Learning Sales Forecast by Type (2023-2028) & (K Units)
Table 87. Global GPU for Deep Learning Sales Market Share Forecast by Type (2023-2028)
Table 88. Global GPU for Deep Learning Revenue Forecast by Type (2023-2028) & ($ Millions)
Table 89. Global GPU for Deep Learning Revenue Market Share Forecast by Type (2023-2028)
Table 90. Global GPU for Deep Learning Sales Forecast by Application (2023-2028) & (K Units)
Table 91. Global GPU for Deep Learning Sales Market Share Forecast by Application (2023-2028)
Table 92. Global GPU for Deep Learning Revenue Forecast by Application (2023-2028) & ($ Millions)
Table 93. Global GPU for Deep Learning Revenue Market Share Forecast by Application (2023-2028)
Table 94. Nvidia Basic Information, GPU for Deep Learning Manufacturing Base, Sales Area and Its Competitors
Table 95. Nvidia GPU for Deep Learning Product Offered
Table 96. Nvidia GPU for Deep Learning Sales (K Units), Revenue ($ Million), Price (USD/Unit) and Gross Margin (2020-2022)
Table 97. Nvidia Main Business
Table 98. Nvidia Latest Developments
Table 99. AMD Basic Information, GPU for Deep Learning Manufacturing Base, Sales Area and Its Competitors
Table 100. AMD GPU for Deep Learning Product Offered
Table 101. AMD GPU for Deep Learning Sales (K Units), Revenue ($ Million), Price (USD/Unit) and Gross Margin (2020-2022)
Table 102. AMD Main Business
Table 103. AMD Latest Developments
Table 104. Intel Basic Information, GPU for Deep Learning Manufacturing Base, Sales Area and Its Competitors
Table 105. Intel GPU for Deep Learning Product Offered
Table 106. Intel GPU for Deep Learning Sales (K Units), Revenue ($ Million), Price (USD/Unit) and Gross Margin (2020-2022)
Table 107. Intel Main Business
Table 108. Intel Latest Developments
Table 1. GPU for Deep Learning Annual Sales CAGR by Geographic Region (2017, 2022 & 2028) & ($ millions)
Table 2. GPU for Deep Learning Annual Sales CAGR by Country/Region (2017, 2022 & 2028) & ($ millions)
Table 3. Major Players of RAM Below 4GB
Table 4. Major Players of RAM 4~8 GB
Table 5. Major Players of RAM 8~12GB
Table 6. Major Players of RAM Above 12GB
Table 7. Global GPU for Deep Learning Sales by Type (2017-2022) & (K Units)
Table 8. Global GPU for Deep Learning Sales Market Share by Type (2017-2022)
Table 9. Global GPU for Deep Learning Revenue by Type (2017-2022) & ($ million)
Table 10. Global GPU for Deep Learning Revenue Market Share by Type (2017-2022)
Table 11. Global GPU for Deep Learning Sale Price by Type (2017-2022) & (USD/Unit)
Table 12. Global GPU for Deep Learning Sales by Application (2017-2022) & (K Units)
Table 13. Global GPU for Deep Learning Sales Market Share by Application (2017-2022)
Table 14. Global GPU for Deep Learning Revenue by Application (2017-2022)
Table 15. Global GPU for Deep Learning Revenue Market Share by Application (2017-2022)
Table 16. Global GPU for Deep Learning Sale Price by Application (2017-2022) & (USD/Unit)
Table 17. Global GPU for Deep Learning Sales by Company (2020-2022) & (K Units)
Table 18. Global GPU for Deep Learning Sales Market Share by Company (2020-2022)
Table 19. Global GPU for Deep Learning Revenue by Company (2020-2022) ($ Millions)
Table 20. Global GPU for Deep Learning Revenue Market Share by Company (2020-2022)
Table 21. Global GPU for Deep Learning Sale Price by Company (2020-2022) & (USD/Unit)
Table 22. Key Manufacturers GPU for Deep Learning Producing Area Distribution and Sales Area
Table 23. Players GPU for Deep Learning Products Offered
Table 24. GPU for Deep Learning Concentration Ratio (CR3, CR5 and CR10) & (2020-2022)
Table 25. New Products and Potential Entrants
Table 26. Mergers & Acquisitions, Expansion
Table 27. Global GPU for Deep Learning Sales by Geographic Region (2017-2022) & (K Units)
Table 28. Global GPU for Deep Learning Sales Market Share Geographic Region (2017-2022)
Table 29. Global GPU for Deep Learning Revenue by Geographic Region (2017-2022) & ($ millions)
Table 30. Global GPU for Deep Learning Revenue Market Share by Geographic Region (2017-2022)
Table 31. Global GPU for Deep Learning Sales by Country/Region (2017-2022) & (K Units)
Table 32. Global GPU for Deep Learning Sales Market Share by Country/Region (2017-2022)
Table 33. Global GPU for Deep Learning Revenue by Country/Region (2017-2022) & ($ millions)
Table 34. Global GPU for Deep Learning Revenue Market Share by Country/Region (2017-2022)
Table 35. Americas GPU for Deep Learning Sales by Country (2017-2022) & (K Units)
Table 36. Americas GPU for Deep Learning Sales Market Share by Country (2017-2022)
Table 37. Americas GPU for Deep Learning Revenue by Country (2017-2022) & ($ Millions)
Table 38. Americas GPU for Deep Learning Revenue Market Share by Country (2017-2022)
Table 39. Americas GPU for Deep Learning Sales by Type (2017-2022) & (K Units)
Table 40. Americas GPU for Deep Learning Sales Market Share by Type (2017-2022)
Table 41. Americas GPU for Deep Learning Sales by Application (2017-2022) & (K Units)
Table 42. Americas GPU for Deep Learning Sales Market Share by Application (2017-2022)
Table 43. APAC GPU for Deep Learning Sales by Region (2017-2022) & (K Units)
Table 44. APAC GPU for Deep Learning Sales Market Share by Region (2017-2022)
Table 45. APAC GPU for Deep Learning Revenue by Region (2017-2022) & ($ Millions)
Table 46. APAC GPU for Deep Learning Revenue Market Share by Region (2017-2022)
Table 47. APAC GPU for Deep Learning Sales by Type (2017-2022) & (K Units)
Table 48. APAC GPU for Deep Learning Sales Market Share by Type (2017-2022)
Table 49. APAC GPU for Deep Learning Sales by Application (2017-2022) & (K Units)
Table 50. APAC GPU for Deep Learning Sales Market Share by Application (2017-2022)
Table 51. Europe GPU for Deep Learning Sales by Country (2017-2022) & (K Units)
Table 52. Europe GPU for Deep Learning Sales Market Share by Country (2017-2022)
Table 53. Europe GPU for Deep Learning Revenue by Country (2017-2022) & ($ Millions)
Table 54. Europe GPU for Deep Learning Revenue Market Share by Country (2017-2022)
Table 55. Europe GPU for Deep Learning Sales by Type (2017-2022) & (K Units)
Table 56. Europe GPU for Deep Learning Sales Market Share by Type (2017-2022)
Table 57. Europe GPU for Deep Learning Sales by Application (2017-2022) & (K Units)
Table 58. Europe GPU for Deep Learning Sales Market Share by Application (2017-2022)
Table 59. Middle East & Africa GPU for Deep Learning Sales by Country (2017-2022) & (K Units)
Table 60. Middle East & Africa GPU for Deep Learning Sales Market Share by Country (2017-2022)
Table 61. Middle East & Africa GPU for Deep Learning Revenue by Country (2017-2022) & ($ Millions)
Table 62. Middle East & Africa GPU for Deep Learning Revenue Market Share by Country (2017-2022)
Table 63. Middle East & Africa GPU for Deep Learning Sales by Type (2017-2022) & (K Units)
Table 64. Middle East & Africa GPU for Deep Learning Sales Market Share by Type (2017-2022)
Table 65. Middle East & Africa GPU for Deep Learning Sales by Application (2017-2022) & (K Units)
Table 66. Middle East & Africa GPU for Deep Learning Sales Market Share by Application (2017-2022)
Table 67. Key Market Drivers & Growth Opportunities of GPU for Deep Learning
Table 68. Key Market Challenges & Risks of GPU for Deep Learning
Table 69. Key Industry Trends of GPU for Deep Learning
Table 70. GPU for Deep Learning Raw Material
Table 71. Key Suppliers of Raw Materials
Table 72. GPU for Deep Learning Distributors List
Table 73. GPU for Deep Learning Customer List
Table 74. Global GPU for Deep Learning Sales Forecast by Region (2023-2028) & (K Units)
Table 75. Global GPU for Deep Learning Sales Market Forecast by Region
Table 76. Global GPU for Deep Learning Revenue Forecast by Region (2023-2028) & ($ millions)
Table 77. Global GPU for Deep Learning Revenue Market Share Forecast by Region (2023-2028)
Table 78. Americas GPU for Deep Learning Sales Forecast by Country (2023-2028) & (K Units)
Table 79. Americas GPU for Deep Learning Revenue Forecast by Country (2023-2028) & ($ millions)
Table 80. APAC GPU for Deep Learning Sales Forecast by Region (2023-2028) & (K Units)
Table 81. APAC GPU for Deep Learning Revenue Forecast by Region (2023-2028) & ($ millions)
Table 82. Europe GPU for Deep Learning Sales Forecast by Country (2023-2028) & (K Units)
Table 83. Europe GPU for Deep Learning Revenue Forecast by Country (2023-2028) & ($ millions)
Table 84. Middle East & Africa GPU for Deep Learning Sales Forecast by Country (2023-2028) & (K Units)
Table 85. Middle East & Africa GPU for Deep Learning Revenue Forecast by Country (2023-2028) & ($ millions)
Table 86. Global GPU for Deep Learning Sales Forecast by Type (2023-2028) & (K Units)
Table 87. Global GPU for Deep Learning Sales Market Share Forecast by Type (2023-2028)
Table 88. Global GPU for Deep Learning Revenue Forecast by Type (2023-2028) & ($ Millions)
Table 89. Global GPU for Deep Learning Revenue Market Share Forecast by Type (2023-2028)
Table 90. Global GPU for Deep Learning Sales Forecast by Application (2023-2028) & (K Units)
Table 91. Global GPU for Deep Learning Sales Market Share Forecast by Application (2023-2028)
Table 92. Global GPU for Deep Learning Revenue Forecast by Application (2023-2028) & ($ Millions)
Table 93. Global GPU for Deep Learning Revenue Market Share Forecast by Application (2023-2028)
Table 94. Nvidia Basic Information, GPU for Deep Learning Manufacturing Base, Sales Area and Its Competitors
Table 95. Nvidia GPU for Deep Learning Product Offered
Table 96. Nvidia GPU for Deep Learning Sales (K Units), Revenue ($ Million), Price (USD/Unit) and Gross Margin (2020-2022)
Table 97. Nvidia Main Business
Table 98. Nvidia Latest Developments
Table 99. AMD Basic Information, GPU for Deep Learning Manufacturing Base, Sales Area and Its Competitors
Table 100. AMD GPU for Deep Learning Product Offered
Table 101. AMD GPU for Deep Learning Sales (K Units), Revenue ($ Million), Price (USD/Unit) and Gross Margin (2020-2022)
Table 102. AMD Main Business
Table 103. AMD Latest Developments
Table 104. Intel Basic Information, GPU for Deep Learning Manufacturing Base, Sales Area and Its Competitors
Table 105. Intel GPU for Deep Learning Product Offered
Table 106. Intel GPU for Deep Learning Sales (K Units), Revenue ($ Million), Price (USD/Unit) and Gross Margin (2020-2022)
Table 107. Intel Main Business
Table 108. Intel Latest Developments
LIST OF FIGURES
Figure 1. Picture of GPU for Deep Learning
Figure 2. GPU for Deep Learning Report Years Considered
Figure 3. Research Objectives
Figure 4. Research Methodology
Figure 5. Research Process and Data Source
Figure 6. Global GPU for Deep Learning Sales Growth Rate 2017-2028 (K Units)
Figure 7. Global GPU for Deep Learning Revenue Growth Rate 2017-2028 ($ Millions)
Figure 8. GPU for Deep Learning Sales by Region (2021 & 2028) & ($ millions)
Figure 9. Product Picture of RAM Below 4GB
Figure 10. Product Picture of RAM 4~8 GB
Figure 11. Product Picture of RAM 8~12GB
Figure 12. Product Picture of RAM Above 12GB
Figure 13. Global GPU for Deep Learning Sales Market Share by Type in 2021
Figure 14. Global GPU for Deep Learning Revenue Market Share by Type (2017-2022)
Figure 15. GPU for Deep Learning Consumed in Personal Computers
Figure 16. Global GPU for Deep Learning Market: Personal Computers (2017-2022) & (K Units)
Figure 17. GPU for Deep Learning Consumed in Workstations
Figure 18. Global GPU for Deep Learning Market: Workstations (2017-2022) & (K Units)
Figure 19. GPU for Deep Learning Consumed in Game Consoles
Figure 20. Global GPU for Deep Learning Market: Game Consoles (2017-2022) & (K Units)
Figure 21. Global GPU for Deep Learning Sales Market Share by Application (2017-2022)
Figure 22. Global GPU for Deep Learning Revenue Market Share by Application in 2021
Figure 23. GPU for Deep Learning Revenue Market by Company in 2021 ($ Million)
Figure 24. Global GPU for Deep Learning Revenue Market Share by Company in 2021
Figure 25. Global GPU for Deep Learning Sales Market Share by Geographic Region (2017-2022)
Figure 26. Global GPU for Deep Learning Revenue Market Share by Geographic Region in 2021
Figure 27. Global GPU for Deep Learning Sales Market Share by Region (2017-2022)
Figure 28. Global GPU for Deep Learning Revenue Market Share by Country/Region in 2021
Figure 29. Americas GPU for Deep Learning Sales 2017-2022 (K Units)
Figure 30. Americas GPU for Deep Learning Revenue 2017-2022 ($ Millions)
Figure 31. APAC GPU for Deep Learning Sales 2017-2022 (K Units)
Figure 32. APAC GPU for Deep Learning Revenue 2017-2022 ($ Millions)
Figure 33. Europe GPU for Deep Learning Sales 2017-2022 (K Units)
Figure 34. Europe GPU for Deep Learning Revenue 2017-2022 ($ Millions)
Figure 35. Middle East & Africa GPU for Deep Learning Sales 2017-2022 (K Units)
Figure 36. Middle East & Africa GPU for Deep Learning Revenue 2017-2022 ($ Millions)
Figure 37. Americas GPU for Deep Learning Sales Market Share by Country in 2021
Figure 38. Americas GPU for Deep Learning Revenue Market Share by Country in 2021
Figure 39. United States GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 40. Canada GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 41. Mexico GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 42. Brazil GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 43. APAC GPU for Deep Learning Sales Market Share by Region in 2021
Figure 44. APAC GPU for Deep Learning Revenue Market Share by Regions in 2021
Figure 45. China GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 46. Japan GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 47. South Korea GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 48. Southeast Asia GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 49. India GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 50. Australia GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 51. Europe GPU for Deep Learning Sales Market Share by Country in 2021
Figure 52. Europe GPU for Deep Learning Revenue Market Share by Country in 2021
Figure 53. Germany GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 54. France GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 55. UK GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 56. Italy GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 57. Russia GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 58. Middle East & Africa GPU for Deep Learning Sales Market Share by Country in 2021
Figure 59. Middle East & Africa GPU for Deep Learning Revenue Market Share by Country in 2021
Figure 60. Egypt GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 61. South Africa GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 62. Israel GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 63. Turkey GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 64. GCC Country GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 65. Manufacturing Cost Structure Analysis of GPU for Deep Learning in 2021
Figure 66. Manufacturing Process Analysis of GPU for Deep Learning
Figure 67. Industry Chain Structure of GPU for Deep Learning
Figure 68. Channels of Distribution
Figure 69. Distributors Profiles
Figure 1. Picture of GPU for Deep Learning
Figure 2. GPU for Deep Learning Report Years Considered
Figure 3. Research Objectives
Figure 4. Research Methodology
Figure 5. Research Process and Data Source
Figure 6. Global GPU for Deep Learning Sales Growth Rate 2017-2028 (K Units)
Figure 7. Global GPU for Deep Learning Revenue Growth Rate 2017-2028 ($ Millions)
Figure 8. GPU for Deep Learning Sales by Region (2021 & 2028) & ($ millions)
Figure 9. Product Picture of RAM Below 4GB
Figure 10. Product Picture of RAM 4~8 GB
Figure 11. Product Picture of RAM 8~12GB
Figure 12. Product Picture of RAM Above 12GB
Figure 13. Global GPU for Deep Learning Sales Market Share by Type in 2021
Figure 14. Global GPU for Deep Learning Revenue Market Share by Type (2017-2022)
Figure 15. GPU for Deep Learning Consumed in Personal Computers
Figure 16. Global GPU for Deep Learning Market: Personal Computers (2017-2022) & (K Units)
Figure 17. GPU for Deep Learning Consumed in Workstations
Figure 18. Global GPU for Deep Learning Market: Workstations (2017-2022) & (K Units)
Figure 19. GPU for Deep Learning Consumed in Game Consoles
Figure 20. Global GPU for Deep Learning Market: Game Consoles (2017-2022) & (K Units)
Figure 21. Global GPU for Deep Learning Sales Market Share by Application (2017-2022)
Figure 22. Global GPU for Deep Learning Revenue Market Share by Application in 2021
Figure 23. GPU for Deep Learning Revenue Market by Company in 2021 ($ Million)
Figure 24. Global GPU for Deep Learning Revenue Market Share by Company in 2021
Figure 25. Global GPU for Deep Learning Sales Market Share by Geographic Region (2017-2022)
Figure 26. Global GPU for Deep Learning Revenue Market Share by Geographic Region in 2021
Figure 27. Global GPU for Deep Learning Sales Market Share by Region (2017-2022)
Figure 28. Global GPU for Deep Learning Revenue Market Share by Country/Region in 2021
Figure 29. Americas GPU for Deep Learning Sales 2017-2022 (K Units)
Figure 30. Americas GPU for Deep Learning Revenue 2017-2022 ($ Millions)
Figure 31. APAC GPU for Deep Learning Sales 2017-2022 (K Units)
Figure 32. APAC GPU for Deep Learning Revenue 2017-2022 ($ Millions)
Figure 33. Europe GPU for Deep Learning Sales 2017-2022 (K Units)
Figure 34. Europe GPU for Deep Learning Revenue 2017-2022 ($ Millions)
Figure 35. Middle East & Africa GPU for Deep Learning Sales 2017-2022 (K Units)
Figure 36. Middle East & Africa GPU for Deep Learning Revenue 2017-2022 ($ Millions)
Figure 37. Americas GPU for Deep Learning Sales Market Share by Country in 2021
Figure 38. Americas GPU for Deep Learning Revenue Market Share by Country in 2021
Figure 39. United States GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 40. Canada GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 41. Mexico GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 42. Brazil GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 43. APAC GPU for Deep Learning Sales Market Share by Region in 2021
Figure 44. APAC GPU for Deep Learning Revenue Market Share by Regions in 2021
Figure 45. China GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 46. Japan GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 47. South Korea GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 48. Southeast Asia GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 49. India GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 50. Australia GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 51. Europe GPU for Deep Learning Sales Market Share by Country in 2021
Figure 52. Europe GPU for Deep Learning Revenue Market Share by Country in 2021
Figure 53. Germany GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 54. France GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 55. UK GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 56. Italy GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 57. Russia GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 58. Middle East & Africa GPU for Deep Learning Sales Market Share by Country in 2021
Figure 59. Middle East & Africa GPU for Deep Learning Revenue Market Share by Country in 2021
Figure 60. Egypt GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 61. South Africa GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 62. Israel GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 63. Turkey GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 64. GCC Country GPU for Deep Learning Revenue Growth 2017-2022 ($ Millions)
Figure 65. Manufacturing Cost Structure Analysis of GPU for Deep Learning in 2021
Figure 66. Manufacturing Process Analysis of GPU for Deep Learning
Figure 67. Industry Chain Structure of GPU for Deep Learning
Figure 68. Channels of Distribution
Figure 69. Distributors Profiles
