Artificial Intelligence and Machine Learning
This MD 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, specifically ML.
Detailed shipments and segmentation are provided in product-based market data (MD) research deliverables spanning mobile devices to wearables and from robots to drones. 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 the installed base of AI/ML-capable and active AI/ML-enabled devices.
Table of Contents
Charts
- Total Active AI/ML-Enabled Products by Type
- Total Active Cloud AI/ML-Enabled Products by Type
- Total Active On-Device AI/ML-Enabled Products by Type
- Total Active Hybrid AI/ML-Enabled Products by Type
- Installed Base of AI/ML-Capable PCs
- Active Cloud AI/ML-Enabled PCs by Type
- Active On-Device AI/ML-Enabled PCs by Type
- Active Hybrid AI/ML-Enabled PCs by Type
- AI/ML-Enabled Desktop PC Shipments and Installed Base
- AI/ML-Enabled Notebook PC Shipments and Installed Base
- Installed Base of AI/ML-Capable Mobile Devices
- Active Cloud AI/ML-Enabled Mobile Devices by Type
- Active On-Device AI/ML-Enabled Mobile Devices by Type
- Active Hybrid AI/ML-Enabled Mobile Devices by Type
- AI/ML-Enabled Smartphone Shipments and Installed Base
- AI/ML-Enabled Feature Phone Shipments and Installed Base
- AI/ML-Enabled Tablet Shipments and Installed Base
- Installed Base of AI/ML-Capable Wearable Devices
- Active Cloud AI/ML-Enabled Wearables by Type
- Active On-Device AI/ML-Enabled Wearables by Type
- Active Hybrid AI/ML-Enabled Wearables by Type
- AI/ML-Enabled Wearable Camera Shipments and Installed Base
- AI/ML-Enabled Smart Glasses Shipments and Installed Base
- AI/ML-Enabled VR Headset Shipments and Installed Base
- AI/ML-Enabled Smartwatch Shipments and Installed Base
- AI/ML-Enabled Wearable Healthcare Device Shipments and Installed Base
- AI/ML-Enabled Fitness Tracker Shipments and Installed Base
- AI/ML-Enabled Home Monitoring Device Shipments and Installed Base
- AI/ML-Enabled Wearable 3D Motion Tracker Shipments and Installed Base
- AI/ML-Enabled Smart Clothing Shipments and Installed Base
- AI/ML-Enabled Hearable Shipments and Installed Base
- AI/ML-Enabled Wearable Scanner Shipments and Installed Base
- Installed Base of AI/ML-Capable Smart Home Products by Type
- Active Cloud AI/ML-Enabled Smart Home Products by Type
- Active On-Device AI/ML-Enabled Smart Home Products by Type
- Active Hybrid AI/ML-Enabled Smart Home Products by Type
- AI/ML-Enabled Smart Home Controller Shipments and Installed Base
- AI/ML-Enabled Smart Home Camera Shipments and Installed Base
- AI/ML-Enabled Smart Home Lighting Product Shipments and Installed Base
- AI/ML-Enabled Smart Home Sensor Product Shipments and Installed Base
- AI/ML-Enabled Smart Home Voice Control Device Shipments and Installed Base
- AI/ML-Enabled Other Smart Home Product Shipments and Installed Base
- AI/ML-Enabled Smart Clothes Dryer Shipments and Installed Base
- AI/ML-Enabled Smart Dishwasher Shipments and Installed Base
- AI/ML-Enabled Smart Refrigerator and Freezer Shipments and Installed Base
- AI/ML-Enabled Smart Washing Machine Shipments and Installed Base
- Installed Base of AI/ML-Capable Robots by Type
- Active Cloud AI/ML-Enabled Robots by Type
- Active On-Device AI/ML-Enabled Robots by Type
- Active Hybrid AI/ML-Enabled Robots by Type
- AI/ML-Enabled Industrial Robot Shipments and Installed Base
- AI/ML-Enabled Collaborative Robot Shipments and Installed Base
- AI/ML-Enabled Commercial Robot Shipments and Installed Base
- AI/ML-Enabled Home & Lawn Care Consumer Robot Shipments and Installed Base
- AI/ML-Enabled Consumer Robotic Toy Shipments and Installed Base
- Other AI/ML-Enabled Consumer Robot Shipments and Installed Base
- Installed Base of AI/ML-Capable Industrial Automation Products by Type
- Active Cloud AI/ML-Enabled Industrial Automation Products by Type
- Active On-Device AI/ML-Enabled Industrial Automation Products by Type
- Active Hybrid AI/ML-Enabled Industrial Automation Products by Type
- AI/ML-Enabled Industrial Automation Controller Shipments and Installed Base
- AI/ML-Enabled Industrial Automation Field Device Shipments and Installed Base
- Installed Base of AI/ML-Capable sUAS Products by Type
- Active Cloud AI/ML-Enabled sUAS Products by Type
- Active On-Device AI/ML-Enabled sUAS Products by Type
- Active Hybrid AI/ML-Enabled sUAS Products by Type
- AI/ML-Enabled Military/Civil sUAS Shipments and Installed Base
- AI/ML-Enabled Commercial sUAS Shipments and Installed Base
- AI/ML-Enabled Prosumer sUAS Shipments and Installed Base
- AI/ML-Enabled Consumer/Hobbyist sUAS Shipments and Installed Base
Tables
- Total Active AI/ML-Enabled Products by Type, World Markets, Forecast: 2016 to 2022
- Total Active Cloud AI/ML-Enabled Products by Type, World Markets, Forecast: 2016 to 2022
- Total Active On-Device AI/ML-Enabled Products by Type, World Markets, Forecast: 2016 to 2022
- Total Active Hybrid AI/ML-Enabled Products by Type, World Markets, Forecast: 2016 to 2022
- Total PCs by Type, World Markets, Forecast: 2016 to 2022
- Active Cloud AI/ML-Enabled PCs by Type, World Markets, Forecast: 2016 to 2022
- Active On-Device AI/ML-Enabled PCs by Type, World Markets, Forecast: 2016 to 2022
- Active Hybrid AI/ML-Enabled PCs by Type, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Desktop PC Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Notebook PC Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- Total Mobile Devices by Type, World Markets, Forecast: 2016 to 2022
- Active Cloud AI/ML-Enabled Mobile Devices by Type, World Markets, Forecast: 2016 to 2022
- Active On-Device AI/ML-Enabled Mobile Devices by Type, World Markets, Forecast: 2016 to 2022
- Active Hybrid AI/ML-Enabled Mobile Devices by Type, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Smartphone Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Feature Phone Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Tablet Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- Total Wearable Devices by Type, World Markets, Forecast: 2016 to 2022
- Active Cloud AI/ML-Enabled Wearables by Type, World Markets, Forecast: 2016 to 2022
- Active On-Device AI/ML-Enabled Wearables by Type, World Markets, Forecast: 2016 to 2022
- Active Hybrid AI/ML-Enabled Wearables by Type, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Wearable Camera Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Smart Glasses Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled VR Headset Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Smartwatch Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Wearable Healthcare Device Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Fitness Tracker Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Home Monitoring Device Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Wearable 3D Motion Tracker Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Smart Clothing Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Hearable Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Wearable Scanner Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- Total Smart Home Products by Type, World Markets, Forecast: 2016 to 2022
- Active Cloud AI/ML-Enabled Smart Home Products by Type, World Markets, Forecast: 2016 to 2022
- Active On-Device AI/ML-Enabled Smart Home Products by Type, World Markets, Forecast: 2016 to 2022
- Active Hybrid AI/ML-Enabled Smart Home Products by Type, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Smart Home Controller Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Smart Home Camera Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Smart Home Lighting Product Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Smart Home Sensor Product Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Smart Home Voice Control Device Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Other Smart Home Product Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Smart Clothes Dryer Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Smart Dishwasher Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Smart Refrigerator and Freezer Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Smart Washing Machine Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- Total Robots by Type, World Markets, Forecast: 2016 to 2022
- Active Cloud AI/ML-Enabled Robots by Type, World Markets, Forecast: 2016 to 2022
- Active On-Device AI/ML-Enabled Robots by Type, World Markets, Forecast: 2016 to 2022
- Active Hybrid AI/ML-Enabled Robots by Type, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Industrial Robot Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Collaborative Robot Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Commercial Robot Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Home & Lawn Care Consumer Robot Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Consumer Robotic Toy Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- Other AI/ML-Enabled Consumer Robot Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- Total Industrial Automation Products by Type, World Markets, Forecast: 2016 to 2022
- Active Cloud AI/ML-Enabled Industrial Automation Products by Type, World Markets, Forecast: 2016 to 2022
- Active On-Device AI/ML-Enabled Industrial Automation Products by Type, World Markets, Forecast: 2016 to 2022
- Active Hybrid AI/ML-Enabled Industrial Automation Products by Type, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Industrial Automation Controller Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Industrial Automation Field Device Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- Total sUAS Products by Type, World Markets, Forecast: 2016 to 2022
- Active Cloud AI/ML-Enabled sUAS Products by Type, World Markets, Forecast: 2016 to 2022
- Active On-Device AI/ML-Enabled sUAS Products by Type, World Markets, Forecast: 2016 to 2022
- Active Hybrid AI/ML-Enabled sUAS Products by Type, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Military/Civil sUAS Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Commercial sUAS Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Prosumer sUAS Shipments and Installed Base, World Markets, Forecast: 2016 to 2022
- AI/ML-Enabled Consumer/Hobbyist sUAS Shipments and Installed Base, World Markets, Forecast: 2016 to 2022