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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.

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.

Table of Contents

Tables
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  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