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AI & Machine Learning

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.

Detailed shipments and segmentation are provided in product-based Market Data (MD) research deliverables spanning automotive, mobile devices, wearables, smart home, robotics, drones, manufacturing, retail, video systems, buildings, and energy. 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 also 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.

Tables

Click a table title to see what's included in the data.
  1. Definitions, Edge AI Devices
  2. Total Devices with Edge AI Segmentation, World Markets, Forecast: 2017 to 2023
  3. Total Devices with Edge AI by System, World Markets, Forecast: 2017 to 2023
  4. Total Sensor-Based Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  5. Total Device-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  6. Total Gateway-Connected Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  7. Total On-Premise Server Systems by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  8. Total Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  9. Automotive (ADAS) with Edge AI Segmentation, World Markets, Forecast: 2017 to 2031
  10. Automotive with Edge AI by System, World Markets, Forecast: 2017 to 2023
  11. Automotive Sensor-Based System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  12. Automotive Device-Connected System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  13. Automotive Gateway-Connected System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  14. Automotive On-Premise Server System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  15. Automotive Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  16. Mobile Devices with Edge AI Segmentation, World Markets, Forecast: 2017 to 2023
  17. Mobile Devices with Edge AI by System, World Markets, Forecast: 2017 to 2023
  18. Mobile Devices Sensor-Based System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  19. Mobile Devices Device-Connected System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  20. Mobile Devices Gateway-Connected System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  21. Mobile Devices On-Premise Server System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  22. Mobile Devices Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  23. Wearables with Edge AI Segmentation, World Markets, Forecast: 2017 to 2023
  24. Wearables with Edge AI by System, World Markets, Forecast: 2017 to 2023
  25. Wearables Sensor-Based System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  26. Wearables Device-Connected System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  27. Wearables Gateway-Connected System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  28. Wearables On-Premise Server System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  29. Wearables AI Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  30. Smart Home with Edge AI Segmentation, World Markets, Forecast: 2017 to 2023
  31. Smart Home with Edge AI by System, World Markets, Forecast: 2017 to 2023
  32. Smart Home Sensor-Based System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  33. Smart Home Device-Connected System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  34. Smart Home Gateway-Connected System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  35. Smart Home On-Premise Server System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  36. Smart Home Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  37. Robotics with Edge AI Segmentation, World Markets, Forecast: 2017 to 2023
  38. Robotics with Edge AI by System, World Markets, Forecast: 2017 to 2023
  39. Robotics Sensor-Based System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  40. Robotics Device-Connected System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  41. Robotics Gateway-Connected System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  42. Robotics On-Premise Server System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  43. Robotics Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  44. sUAVs with Edge AI Segmentation, World Markets, Forecast: 2017 to 2023
  45. sUAVs with Edge AI by System, World Markets, Forecast: 2017 to 2023
  46. sUAVs Sensor-Based System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  47. sUAVs Device-Connected System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  48. sUAVs Gateway-Connected System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  49. sUAVs On-Premise Server System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  50. sUAVs Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  51. Smart Manufacturing with Edge AI Segmentation, World Markets, Forecast: 2017 to 2023
  52. Smart Manufacturing with Edge AI by System, World Markets, Forecast: 2017 to 2023
  53. Smart Manufacturing Sensor-Based System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  54. Smart Manufacturing Device-Connected System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  55. Smart Manufacturing Gateway-Connected System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  56. Smart Manufacturing On-Premise Server System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  57. Smart Manufacturing Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  58. Smart Retail with Edge AI Segmentation, World Markets, Forecast: 2017 to 2023
  59. Smart Retail with Edge AI by System, World Markets, Forecast: 2017 to 2023
  60. Smart Retail Sensor-Based System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  61. Smart Retail Device-Connected System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  62. Smart Retail Gateway-Connected System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  63. Smart Retail On-Premise Server System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  64. Smart Retail Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  65. Smart Video with Edge AI Segmentation, World Markets, Forecast: 2017 to 2023
  66. Smart Video with Edge AI by System, World Markets, Forecast: 2017 to 2023
  67. Smart Video Sensor-Based System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  68. Smart Video Device-Connected System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  69. Smart Video Gateway-Connected System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  70. Smart Video On-Premise Server System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  71. Smart Video Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  72. Smart Building with Edge AI Segmentation, World Markets, Forecast: 2017 to 2023
  73. Smart Building with Edge AI by System, World Markets, Forecast: 2017 to 2023
  74. Smart Building Sensor-Based System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  75. Smart Building Device-Connected System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  76. Smart Building Gateway-Connected System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  77. Smart Building On-Premise Server System by Location of Inference and Training, World Markets, Forecast: 2017 to 2023
  78. Smart Building Inference and Training by Location, World Markets, Forecast: 2017 to 2023
  79. Oil and Gas with Edge AI Segmentation, World Markets, Forecast: 2017 to 2023
  80. Oil and Gas with Edge AI by System, World Markets, Forecast: 2017 to 2023
  81. Oil and Gas Sensor-Based System by Location of Inference and Training, World Markets, Forecast: 2017 to 2024
  82. Oil and Gas Device-Connected System by Location of Inference and Training, World Markets, Forecast: 2017 to 2025
  83. Oil and Gas Gateway-Connected System by Location of Inference and Training, World Markets, Forecast: 2017 to 2026
  84. Oil and Gas On-Premise Server System by Location of Inference and Training, World Markets, Forecast: 2017 to 2027
  85. Oil and Gas Inference and Training by Location, World Markets, Forecast: 2017 to 2028

Table of Contents

Charts

  1. Total Devices with Edge AI Segmentation
  2. Total Devices with Edge AI by System
  3. Total Sensor-Based Systems by Location of Inference
  4. Total Sensor-Based Systems by Location of Training
  5. Total Device-Connected Systems by Location of Inference
  6. Total Device-Connected Systems by Location of Training
  7. Total Gateway-Connected Systems by Location of Inference
  8. Total Gateway-Connected Systems by Location of Training
  9. Total On-Premise Server Systems by Location of Inference
  10. Total On-Premise Server Systems by Location of Training
  11. Total AI by Location of Inference
  12. Total AI by Location of Training
  13. Automotive with Edge AI Segmentation
  14. Automotive with Edge AI by System
  15. Automotive Sensor-Based System by Location of Inference
  16. Automotive Sensor-Based System by Location of Training
  17. Automotive Device-Connected System by Location of Inference
  18. Automotive Device-Connected System by Location of Training
  19. Automotive Gateway-Connected System by Location of Inference
  20. Automotive Gateway-Connected System by Location of Training
  21. Automotive On-Premise Server System by Location of Inference
  22. Automotive On-Premise Server System by Location of Training
  23. Automotive AI by Location of Inference
  24. Automotive AI by Location of Training
  25. Mobile Devices with Edge AI Segmentation
  26. Mobile Devices with Edge AI by System
  27. Mobile Devices Sensor-Based System by Location of Inference
  28. Mobile Devices Sensor-Based System by Location of Training
  29. Mobile Devices Device-Connected System by Location of Inference
  30. Mobile Devices Device-Connected System by Location of Training
  31. Mobile Devices Gateway-Connected System by Location of Inference
  32. Mobile Devices Gateway-Connected System by Location of Training
  33. Mobile Devices On-Premise Server System by Location of Inference
  34. Mobile Devices On-Premise Server System by Location of Training
  35. Mobile Device AI by Location of Inference
  36. Mobile Device AI by Location of Training
  37. Wearables with Edge AI Segmentation
  38. Wearables with Edge AI by System
  39. Wearables Sensor-Based System by Location of Inference
  40. Wearables Sensor-Based System by Location of Training
  41. Wearables Device-Connected System by Location of Inference
  42. Wearables Device-Connected System by Location of Training
  43. Wearables Gateway-Connected System by Location of Inference
  44. Wearables Gateway-Connected System by Location of Training
  45. Wearables On-Premise Server System by Location of Inference
  46. Wearables On-Premise Server System by Location of Training
  47. Wearables AI by Location of Inference
  48. Wearables AI by Location of Training
  49. Smart Home with Edge AI Segmentation
  50. Smart Home with Edge AI by System
  51. Smart Home Sensor-Based System by Location of Inference
  52. Smart Home Sensor-Based System by Location of Training
  53. Smart Home Device-Connected System by Location of Inference
  54. Smart Home Device-Connected System by Location of Training
  55. Smart Home Gateway-Connected System by Location of Inference
  56. Smart Home Gateway-Connected System by Location of Training
  57. Smart Home On-Premise Server System by Location of Inference
  58. Smart Home On-Premise Server System by Location of Training
  59. Smart Home AI by Location of Inference
  60. Smart Home AI by Location of Training
  61. Robotics with Edge AI Segmentation
  62. Robotics with Edge AI by System
  63. Robotics Sensor-Based System by Location of Inference
  64. Robotics Sensor-Based System by Location of Training
  65. Robotics Device-Connected System by Location of Inference
  66. Robotics Device-Connected System by Location of Training
  67. Robotics Gateway-Connected System by Location of Inference
  68. Robotics Gateway-Connected System by Location of Training
  69. Robotics On-Premise Server System by Location of Inference
  70. Robotics On-Premise Server System by Location of Training
  71. Robotics AI by Location of Inference
  72. Robotics AI by Location of Training
  73. sUAVs with Edge AI Segmentation
  74. sUAVs with Edge AI by System
  75. sUAVs Sensor-Based System by Location of Inference
  76. sUAVs Sensor-Based System by Location of Training
  77. sUAVs Device-Connected System by Location of Inference
  78. sUAVs Device-Connected System by Location of Training
  79. sUAVs Gateway-Connected System by Location of Inference
  80. sUAVs Gateway-Connected System by Location of Training
  81. sUAVs On-Premise Server System by Location of Inference
  82. sUAVs On-Premise Server System by Location of Training
  83. sUAVs AI by Location of Inference
  84. sUAVs AI by Location of Training
  85. Smart Manufacturing with Edge AI Segmentation
  86. Smart Manufacturing with Edge AI by System
  87. Smart Manufacturing Sensor-Based System by Location of Inference
  88. Smart Manufacturing Sensor-Based System by Location of Training
  89. Smart Manufacturing Device-Connected System by Location of Inference
  90. Smart Manufacturing Device-Connected System by Location of Training
  91. Smart Manufacturing Gateway-Connected System by Location of Inference
  92. Smart Manufacturing Gateway-Connected System by Location of Training
  93. Smart Manufacturing On-Premise Server System by Location of Inference
  94. Smart Manufacturing On-Premise Server System by Location of Training
  95. Smart Manufacturing AI by Location of Inference
  96. Smart Manucaturing AI by Location of Training
  97. Smart Retail with Edge AI Segmentation
  98. Smart Retail with Edge AI by System
  99. Smart Retail Sensor-Based System by Location of Inference
  100. Smart Retail Sensor-Based System by Location of Training
  101. Smart Retail Device-Connected System by Location of Inference
  102. Smart Retail Device-Connected System by Location of Training
  103. Smart Retail Gateway-Connected System by Location of Inference
  104. Smart Retail Gateway-Connected System by Location of Training
  105. Smart Retail On-Premise Server System by Location of Inference
  106. Smart Retail On-Premise Server System by Location of Training
  107. Smart Retail AI by Location of Inference
  108. Smart Retail AI by Location of Training
  109. Smart Video with Edge AI Segmentation
  110. Smart Video with Edge AI by System
  111. Smart Video Sensor-Based System by Location of Inference
  112. Smart Video Sensor-Based System by Location of Training
  113. Smart Video Device-Connected System by Location of Inference
  114. Smart Video Device-Connected System by Location of Training
  115. Smart Video Gateway-Connected System by Location of Inference
  116. Smart Video Gateway-Connected System by Location of Training
  117. Smart Video On-Premise Server System by Location of Inference
  118. Smart Video On-Premise Server System by Location of Training
  119. Smart Video AI by Location of Inference
  120. Smart Video AI by Location of Training
  121. Smart Building with Edge AI Segmentation
  122. Smart Building with Edge AI by System
  123. Smart Building Sensor-Based System by Location of Inference
  124. Smart Building Sensor-Based System by Location of Training
  125. Smart Building Device-Connected System by Location of Inference
  126. Smart Building Device-Connected System by Location of Training
  127. Smart Building Gateway-Connected System by Location of Inference
  128. Smart Building Gateway-Connected System by Location of Training
  129. Smart Building On-Premise Server System by Location of Inference
  130. Smart Building On-Premise Server System by Location of Training
  131. Smart Building AI by Location of Inference
  132. Smart Building AI by Location of Training
  133. Oil and Gas Systems with Edge AI Segmentation
  134. Oil and Gas Systems with Edge AI by System
  135. Oil and Gas Sensor-Based System by Location of Inference
  136. Oil and Gas Sensor-Based System by Location of Training
  137. Oil and Gas Device-Connected System by Location of Inference
  138. Oil and Gas Device-Connected System by Location of Training
  139. Oil and Gas Gateway-Connected System by Location of Inference
  140. Oil and Gas Gateway-Connected System by Location of Training
  141. Oil and Gas On-Premise Server System by Location of Inference
  142. Oil and Gas On-Premise Server System by Location of Training
  143. Oil and Gas AI by Location of Inference
  144. Oil and Gas AI by Location of Training
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Research Information

Price
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Publish Date
2Q 2018
Code
MD-AIML-102
Research Type
Data