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Artificial Intelligence and Machine Learning

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This report delivers a quantitative assessment of Machine Learning (ML) usage across numerous consumer, commercial, and industrial device markets. The assessment was informed by, and further refined by, a qualitative analysis of the technological, business, and political drivers and constraints impacting the use of Artificial Intelligence (AI) technologies. The forecast addresses the total revenues generated by sales of chipsets to cloud service providers, and to those looking to enable AI at the edge. The forecast segments this chipset revenue by architecture type;

  • GPU
  • CPU
  • FPGA
  • ASIC
  • Other

Where AI inference and training is performed at the edge using dedicated chipsets these same architectures are given to segment the architecture of the chipsets. The forecast also covers the revenue that cloud service provider will generate by providing cloud training services to companies for training models related to the devices covered in the forecast. Detailed shipments and segmentation are provided for devices using AI in product-based Market Data (MD) research deliverables spanning;

  • Automotive
  • Mobile devices
  • Wearables
  • Smart Home
  • Gaming
  • Augmented Reality
  • Industrial
  • Smart Building
  • Finance
  • Smart Retail
  • Healthcare
  • Robotics
  • UAVs
  • Smart Transportation
  • Wireless Network Infrastructure
  • Energy
  • Camera Systems 

Device categories, segmentation, and annual shipment volumes used in this Artificial Intelligence and Machine Learning MD are derived from existing device and product data sets. Further analysis is performed to document and forecast shipments of active AI/ML-enabled devices. The forecast segments where AI inference and training takes place in each device, whether that’s in the cloud, on-device, at a gateway, or at an on-premise server. The forecast also addresses chipset sales for enabling AI in different devices

Table of Contents

Tables
Click a table title to see what's included in the data.
  1. Definition, Edge AI Devices
  2. Total Annual Revenue from Cloud Service Training, World Markets, Forecast: 2017 to 2023
  3. Total Annual Revenue from Cloud Chip Purchases, World Markets, Forecast: 2017 to 2023
  4. Total Annual Revenue from Edge Training Chipset Sales, World Markets, Forecast: 2017 to 2023
  5. Total Annual Revenue from Edge Inference Chipset Sales, World Markets, Forecast: 2017 to 2023
  6. Total Device Shipments with AI, World Markets, Forecast: 2017 to 2023
  7. Total Shipments of Devices with AI by System, World Markets, Forecast: 2017 to 2023
  8. Total Shipments of Sensor-Based Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  9. Total Shipments of Device-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  10. Total Shipments of Gateway-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  11. Total Shipments of On-Premise Server Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  12. Total Shipments of Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  13. Total Implementation of Inference by Software and Dedicated Chipsets, World Markets, Forecast: 2017 to 2023
  14. Total Chipsets for Edge AI Inference by Architecture, World Markets, Forecast: 2017 to 2023
  15. Total Chipsets for Edge AI Training by Architecture, World Markets, Forecast: 2017 to 2023
  16. Total Chipsets Used in the Cloud for Inference by Architecture, World Markets, Forecast: 2017 to 2023
  17. Total Shipment Revenue for Cloud Inference Chipsets by Architecture, World Markets, Forecast: 2017 to 2023
  18. Total Chipsets Used in the Cloud for Training by Architecture, World Markets, Forecast: 2017 to 2023
  19. Total Shipment Revenue for Cloud Training Chipsets by Architecture, World Markets, Forecast: 2017 to 2023
  20. Total Annual Cloud Service Training Revenue, World Markets, Forecast: 2017 to 2023
  21. Total Shipments of Devices Using Dedicated Chipsets for Inference by Architecture, World Markets, Forecast: 2017 to 2023
  22. Total Annual Revenue from Shipments of Dedicated AI Chipsets for Inference by Architecture, World Markets, Forecast: 2017 to 2023
  23. Total Shipments of Devices Using Dedicated Chipsets for Training by Architecture, World Markets, Forecast: 2017 to 2023
  24. Total Annual Revenue from Shipments of Dedicated AI Chipsets for Training by Architecture, World Markets, Forecast: 2017 to 2023
  25. Total Mobile Device Shipments with AI, World Markets, Forecast: 2017 to 2023
  26. Total Mobile Device Shipments with AI by System, World Markets, Forecast: 2017 to 2023
  27. Total Shipments of Mobile Sensor-Based Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  28. Total Shipments of Mobile Device-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  29. Total Shipments of Mobile Gateway-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  30. Total Shipments of Mobile On-Premise Server Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  31. Total Shipments of Mobile Device Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  32. Total Mobile Device Implementation of Inference by Software and Dedicated Hardware, World Markets, Forecast: 2017 to 2023
  33. Total Mobile Device Chipsets for Edge AI Inference by Architecture, World Markets, Forecast: 2017 to 2023
  34. Total Mobile Device Chipsets for Edge AI Training by Architecture, World Markets, Forecast: 2017 to 2023
  35. Total Wearables Device Shipments with AI, World Markets, Forecast: 2017 to 2023
  36. Total Wearables Device Shipments with AI by System, World Markets, Forecast: 2017 to 2023
  37. Total Shipments of Wearables Sensor-Based Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  38. Total Shipments of Wearables Device-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  39. Total Shipments of Wearables Gateway-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  40. Total Shipments of Wearables On-Premise Server Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  41. Total Shipments of Wearables Device Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  42. Total Wearables Device Implementation of AI Inference by Software and Dedicated Chipsets, World Markets, Forecast: 2017 to 2023
  43. Total Wearables Device Chipsets for Edge AI Inference by Architecture, World Markets, Forecast: 2017 to 2023
  44. Total Wearables Chipsets for Edge AI Training by Architecture, World Markets, Forecast: 2017 to 2023
  45. Total Automotive Device Shipments with AI, World Markets, Forecast: 2017 to 2023
  46. Total Automotive Device Shipments with AI by System, World Markets, Forecast: 2017 to 2023
  47. Total Shipments of Automotive Sensor-Based Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  48. Total Shipments of Automotive Device-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  49. Total Shipments of Automotive Gateway-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  50. Total Shipments of Automotive On-Premise Server Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  51. Total Shipments of Automotive Device Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  52. Total Automotive Device Implementation of Inference by Software and Dedicated Hardware, World Markets, Forecast: 2017 to 2023
  53. Total Automotive Device Chipsets for Edge AI Inference by Architecture, World Markets, Forecast: 2017 to 2023
  54. Total Automotive Chipsets for Edge AI Training by Architecture, World Markets, Forecast: 2017 to 2023
  55. Total Smart Home Device Shipments with AI, World Markets, Forecast: 2017 to 2023
  56. Total Smart Home Device Shipments with AI by System, World Markets, Forecast: 2017 to 2023
  57. Total Shipments of Smart Home Sensor-Based Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  58. Total Shipments of Smart Home Device-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  59. Total Shipments of Smart Home Gateway-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  60. Total Shipments of Smart Home On-Premise Server Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  61. Total Shipments of Smart Home Device Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  62. Total Smart Home Device Implementation of Inference by Software and Dedicated Chipsets, World Markets, Forecast: 2017 to 2023
  63. Total Smart Home Device Chipsets for Edge AI Inference by Architecture, World Markets, Forecast: 2017 to 2023
  64. Total Smart Home Chipsets for Edge AI Training by Architecture, World Markets, Forecast: 2017 to 2023
  65. Total Gaming Device Shipments with AI, World Markets, Forecast: 2017 to 2023
  66. Total Gaming Device Shipments with AI by System, World Markets, Forecast: 2017 to 2023
  67. Total Shipments of Gaming Sensor-Based Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  68. Total Shipments of Gaming Device-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  69. Total Shipments of Gaming Gateway-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  70. Total Shipments of Gaming On-Premise Server Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  71. Total Shipments of Gaming Device Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  72. Total Gaming Device Implementation of Inference by Software and Dedicated Chipsets, World Markets, Forecast: 2017 to 2023
  73. Total Gaming Device Chipsets for Edge AI Inference by Architecture, World Markets, Forecast: 2017 to 2023
  74. Total Gaming Chipsets for Edge AI Training by Architecture, World Markets, Forecast: 2017 to 2023
  75. Total Robot Device Shipments with AI, World Markets, Forecast: 2017 to 2023
  76. Total Robot Device Shipments with AI by System, World Markets, Forecast: 2017 to 2023
  77. Total Shipments of Robot Sensor-Based Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  78. Total Shipments of Robot Device-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  79. Total Shipments of Robot Gateway-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  80. Total Shipments of Robot On-Premise Server Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  81. Total Shipments of Robot Device Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  82. Total Robot Device Implementation of Inference by Software and Dedicated Chipsets, World Markets, Forecast: 2017 to 2023
  83. Total Robot Device Chipsets for Edge AI Inference by Architecture, World Markets, Forecast: 2017 to 2023
  84. Total Robot Device Chipsets for Edge AI Training by Architecture, World Markets, Forecast: 2017 to 2023
  85. Total UAV Device Shipments with AI, World Markets, Forecast: 2017 to 2023
  86. Total UAV Device Shipments with AI by System, World Markets, Forecast: 2017 to 2023
  87. Total Shipments of UAVs Sensor-Based Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  88. Total Shipments of UAVs Device-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  89. Total Shipments of UAVs Gateway-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  90. Total Shipments of UAVs On-Premise Server Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  91. Total Shipments of UAVs Device Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  92. Total UAVs Device Implementation of Inference by Software and Dedicated Chipsets, World Markets, Forecast: 2017 to 2023
  93. Total UAVs Device Chipsets for Edge AI Inference by Architecture, World Markets, Forecast: 2017 to 2023
  94. Total UAVs Device Chipsets for Edge AI Training by Architecture, World Markets, Forecast: 2017 to 2023
  95. Total AR Device Shipments with AI, World Markets, Forecast: 2017 to 2023
  96. Total AR Device Shipments with AI by System, World Markets, Forecast: 2017 to 2023
  97. Total Shipments of AR Sensor-Based Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  98. Total Shipments of AR Device-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  99. Total Shipments of AR Gateway-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  100. Total Shipments of AR On-Premise Server Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  101. Total Shipments of AR Device Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  102. Total AR Device Implementation of Inference by Software and Dedicated Chipsets, World Markets, Forecast: 2017 to 2023
  103. Total AR Device Chipsets for Edge AI Inference by Architecture, World Markets, Forecast: 2017 to 2023
  104. Total AR Device Chipsets for Edge AI Training by Architecture, World Markets, Forecast: 2017 to 2023
  105. Total Industrial Device Shipments with AI, World Markets, Forecast: 2017 to 2023
  106. Total Industrial Device Shipments with AI by System, World Markets, Forecast: 2017 to 2023
  107. Total Shipments of Industrial Sensor-Based Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  108. Total Shipments of Industrial Device-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  109. Total Shipments of Industrial Gateway-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  110. Total Shipments of Industrial On-Premise Server Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  111. Total Shipments of Industrial Device Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  112. Total Industrial Device Implementation of Inference by Software and Dedicated Chipsets, World Markets, Forecast: 2017 to 2023
  113. Total Industrial Device Chipsets for Edge AI Inference by Architecture, World Markets, Forecast: 2017 to 2023
  114. Total Industrial Device Chipsets for Edge AI Training by Architecture, World Markets, Forecast: 2017 to 2023
  115. Total Smart Building Device Shipments with AI, World Markets, Forecast: 2017 to 2023
  116. Total Smart Building Device Shipments with AI by System, World Markets, Forecast: 2017 to 2023
  117. Total Shipments of Smart Building Sensor-Based Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  118. Total Shipments of Smart Building Device-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  119. Total Shipments of Smart Building Gateway-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  120. Total Shipments of Smart Building On-Premise Server Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  121. Total Shipments of Smart Building Device Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  122. Total Smart Building Device Implementation of Inference by Software and Dedicated Chipsets, World Markets, Forecast: 2017 to 2023
  123. Total Smart Building Device Chipsets for Edge AI Inference by Architecture, World Markets, Forecast: 2017 to 2023
  124. Total Smart Building Device Chipsets for Edge AI Training by Architecture, World Markets, Forecast: 2017 to 2023
  125. Total Finance Device Shipments with AI Segmentation, World Markets, Forecast: 2017 to 2023
  126. Total Finance Device Shipments with AI by System, World Markets, Forecast: 2017 to 2023
  127. Total Shipments of Finance Sensor-Based Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  128. Total Shipments of Finance Device-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  129. Total Shipments of Finance Gateway-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  130. Total Shipments of Finance On-Premise Server Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  131. Total Shipments of Finance Device Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  132. Total Finance Device Implementation of Inference by Software and Dedicated Chipsets, World Markets, Forecast: 2017 to 2023
  133. Total Finance Device Chipsets for Edge AI Inference by Architecture, World Markets, Forecast: 2017 to 2023
  134. Total Finance Device Chipsets for Edge AI Training by Architecture, World Markets, Forecast: 2017 to 2023
  135. Total Smart Retail Device Shipments with AI, World Markets, Forecast: 2017 to 2023
  136. Total Smart Retail Device Shipments with AI by System, World Markets, Forecast: 2017 to 2023
  137. Total Shipments of Smart Retail Sensor-Based Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  138. Total Shipments of Smart Retail Device-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  139. Total Shipments of Smart Retail Gateway-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  140. Total Shipments of Smart Retail On-Premise Server Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  141. Total Shipments of Smart Retail Device Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  142. Total Smart Retail Device Implementation of Inference by Software and Dedicated Chipsets, World Markets, Forecast: 2017 to 2023
  143. Total Smart Retail Device Chipsets for Edge AI Inference by Architecture, World Markets, Forecast: 2017 to 2023
  144. Total Smart Retail Device Chipsets for Edge AI Training by Architecture, World Markets, Forecast: 2017 to 2023
  145. Total Healthcare Device Shipments with AI, World Markets, Forecast: 2017 to 2023
  146. Total Healthcare Device Shipments with AI by System, World Markets, Forecast: 2017 to 2023
  147. Total Shipments of Healthcare Sensor-Based Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  148. Total Shipments of Healthcare Device-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  149. Total Shipments of Healthcare Gateway-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  150. Total Shipments of Healthcare On-Premise Server Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  151. Total Shipments of Healthcare Device Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  152. Total Healthcare Device Implementation of Inference by Software and Dedicated Chipsets, World Markets, Forecast: 2017 to 2023
  153. Total Healthcare Device Chipsets for Edge AI Inference by Architecture, World Markets, Forecast: 2017 to 2023
  154. Total Healthcare Device Chipsets for Edge AI Training by Architecture, World Markets, Forecast: 2017 to 2023
  155. Total Smart Transportation Device Shipments with AI, World Markets, Forecast: 2017 to 2023
  156. Total Smart Transportation Device Shipments with AI by System, World Markets, Forecast: 2017 to 2023
  157. Total Shipments of Smart Transportation Sensor-Based Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  158. Total Shipments of Smart Transportation Device-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  159. Total Shipments of Smart Transportation Gateway-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  160. Total Shipments of Smart Transportation On-Premise Server Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  161. Total Shipments of Smart Transportation Device Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  162. Total Smart Transportation Device Implementation of Inference by Software and Dedicated Chipsets, World Markets, Forecast: 2017 to 2023
  163. Total Smart Transportation Device Chipsets for Edge AI Inference by Architecture, World Markets, Forecast: 2017 to 2023
  164. Total Smart Transportation Device Chipsets for Edge AI Training by Architecture, World Markets, Forecast: 2017 to 2023
  165. Total Wireless Network Infrastructure Device Shipments with AI, World Markets, Forecast: 2017 to 2023
  166. Total Wireless Network Infrastructure Device Shipments with AI by System, World Markets, Forecast: 2017 to 2023
  167. Total Shipments of Wireless Network Infrastructure Sensor-Based Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  168. Total Shipments of Wireless Network Infrastructure Device-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  169. Total Shipments of Wireless Network Infrastructure Gateway-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  170. Total Shipments of Wireless Network Infrastructure On-Premise Server Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  171. Total Shipments of Wireless Network Infrastructure Device Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  172. Total Wireless Network Infrastructure Device Implementation of Inference by Software and Dedicated Chipsets, World Markets, Forecast: 2017 to 2023
  173. Total Wireless Network Infrastructure Device Chipsets for Edge AI Inference by Architecture, World Markets, Forecast: 2017 to 2023
  174. Total Wireless Network Infrastructure Device Chipsets for Edge AI Training by Architecture, World Markets, Forecast: 2017 to 2023
  175. Total Energy Device Shipments with AI, World Markets, Forecast: 2017 to 2023
  176. Total Energy Device Shipments with AI by System, World Markets, Forecast: 2017 to 2023
  177. Total Shipments of Energy Sensor-Based Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  178. Total Shipments of Energy Device-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  179. Total Shipments of Energy Gateway-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  180. Total Shipments of Energy On-Premise Server Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  181. Total Shipments of Energy Device Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  182. Total Energy Device Implementation of Inference by Software and Dedicated Chipsets, World Markets, Forecast: 2017 to 2023
  183. Total Energy Device Chipsets for Edge AI Inference by Architecture, World Markets, Forecast: 2017 to 2023
  184. Total Energy Device Chipsets for Edge AI Training by Architecture, World Markets, Forecast: 2017 to 2023
  185. Total Camera Device Shipments with AI, World Markets, Forecast: 2017 to 2023
  186. Total Camera Device Shipments with AI by System, World Markets, Forecast: 2017 to 2023
  187. Total Shipments of Camera Sensor-Based Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  188. Total Shipments of Camera Device-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  189. Total Shipments of Camera Gateway-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  190. Total Shipments of Camera On-Premise Server Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  191. Total Shipments of Camera Device Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  192. Total Camera Device Implementation of Inference by Software and Dedicated Chipsets, World Markets, Forecast: 2017 to 2023
  193. Total Camera Device Chipsets for Edge AI Inference by Architecture, World Markets, Forecast: 2017 to 2023
  194. Total Camera Device Chipsets for Edge AI Training by Architecture, World Markets, Forecast: 2017 to 2023

Companies Mentioned