AI와 머신러닝

Actionable Benefits:

• Identify growth opportunities and formulate the right messaging and strategies for Artificial Intelligence (AI) solutions in specific verticals.
• Educate internal and external stakeholders about the impact of AI on chipset shipments and revenue both at the edge and in the cloud.
• Evaluate strategy based on the relative growth of chipset architectures.

Critical Questions Answered:

• How will AI hardware be adopted in edge devices, gateways, and servers until 2030?
• How will the cloud and edge AI market evolve over time, both globally and regionally?
• How will edge AI be implemented across different verticals?
• Which chipset architecture will dominate AI by 2030?

Research Highlights:

• Detailed coverage of devices, gateways, and on-premises servers by region, architecture, vertical, workload, and use case.
• Shipments of devices with edge AI chipsets by 17 verticals and 4 regions.
• Evolution of AI chipset architecture in the cloud and at the edge.

Who Should Read This?

• Product strategists at AI chipset vendors.
• AI solution providers looking to understand short-term and long-term vertical-specific opportunities.
• Investors gauging the potential for growth in the markets covered.
• Sales and marketing leaders in diverse markets effected by AI.

TABLE OF CONTENTS

Tables

• Table 1 Definitions for Major Forecasting Categories
• Table 2 Definitions and Data Sources
• Table 3 Definitions for Use Cases and Applications
• Table 4 Total Shipments and Installed Base for TinyML Devices by Vertical
• Table 5 Total Shipments and Installed Base for Edge AI Inference Chipsets in TinyML Devices by Use Case
• Table 6 Total Shipments and Revenue for Edge AI Inference Chipsets in TinyML Devices by Region
• Table 7 Total Shipments and Revenue for Edge AI Inference Chipsets in TinyML Devices by Architecture
• Table 8 Total Shipments and Installed Base for On-Device AI by Vertical
• Table 9 Total Shipments and Breakdown of On-Device AI by AI Workload
• Table 10 Total Shipments and Installed Base for Edge AI Inference and Training Chipsets in On-Device AI by Use Case
• Table 11 Total Shipments and Revenue for Edge AI Inference and Training Chipsets in On-Device AI by Region
• Table 12 Total Shipments and Revenue for Edge AI Inference Chipsets in On-Device AI by Architecture
• Table 13 Total Shipments and Revenue for Edge AI Training Chipsets in On-Device AI by Architecture
• Table 14 Total Shipments and Installed Base for Edge AI Gateways by Vertical
• Table 15 Total Shipments and Breakdown of Edge AI Gateways by AI Workload
• Table 16 Total Shipments and Revenue for Edge AI Inference and Training Chipsets in Edge AI Gateways by Region
• Table 17 Total Shipments and Revenue for Edge AI Inference Chipsets for Edge AI Gateways by Architecture
• Table 18 Total Shipments and Revenue for Edge AI Training Chipsets for Edge AI Gateways by Architecture
• Table 19 Total Shipments and Installed Base for On-Premises and Edge Cloud AI Servers by Vertical
• Table 20 Total Shipments and Breakdown of On-Premises and Edge Cloud AI Servers by AI Workload
• Table 21 Total Shipments and Revenue for Edge AI Inference and Training Chipsets in On-Premises and Edge Cloud AI Servers by Region
• Table 22 Total Shipments and Revenue for Edge AI Inference Chipsets in On-Premises and Edge Cloud AI Servers by Architecture
• Table 23 Total Shipments and Revenue for Edge AI Training Chipsets for On-Premises and Edge Cloud AI Servers by Architecture
• Table 24 Total Shipments and Installed Base for TinyML Devices in Agriculture Devices with Edge AI Chipsets
• Table 25 Total Shipments and Installed Base for TinyML Devices in Agriculture Devices with Edge AI Chipsets by Use Case
• Table 26 Total Shipments and Installed Base for TinyML Devices in Agriculture Devices with Edge AI Chipsets by Region
• Table 27 Total Shipments and Revenue for TinyML Chipsets in Agriculture Devices with Edge AI Chipsets by Architecture
• Table 28 Total Shipments and Installed Base for On-Device AI in Agriculture Devices with Edge AI Chipsets
• Table 29 Total Shipments and Installed Base for On-Device AI in Agriculture Devices with Edge AI Chipsets by Use Case
• Table 30 Total Shipments and Installed Base for On-Device AI in Agriculture Devices with Edge AI Chipsets by Application
• Table 31 Total Shipments and Installed Base for On-Device AI in Agriculture Devices with Edge AI Chipsets by AI Workload
• Table 32 Total Shipments and Revenue for Edge AI Inference and Training Chipsets in Agriculture Devices with Edge AI Chipsets by Region
• Table 33 Total Shipments and Revenue for Edge AI Inference Chipsets in Agriculture Devices with Edge AI Chipsets by Architecture
• Table 34 Total Shipments and Revenue for Edge AI Training Chipsets in Agriculture Devices with Edge AI Chipsets by Architecture
• Table 35 Total Shipments and Breakdown of Edge AI Gateways in Agriculture by AI Workload
• Table 36 Total Shipments and Revenue for Edge AI Inference and Training Chipsets for Edge AI Gateways in Agriculture by Region
• Table 37 Total Shipments and Revenue for Edge AI Inference Chipsets for Edge AI Gateways in Agriculture by Architecture
• Table 38 Total Shipments and Revenue for Edge AI Training Chipsets for Edge AI Gateways in Agriculture by Architecture
• Table 39 Total Shipments and Breakdown of On-Premises and Edge Cloud AI Servers in Agriculture by AI Workload
• Table 40 Total Shipments and Revenue for Edge AI Inference and Training Chipsets for On-Premises and Edge Cloud AI Servers in Agriculture by Region
• Table 41 Total Shipments and Revenue for Edge AI Inference Chipsets for On-Premises and Edge Cloud AI Servers in Agriculture by Architecture
• Table 42 Total Shipments and Revenue for Edge AI Training Chipsets for On-Premises and Edge Cloud AI Servers in Agriculture by Architecture
• Table 43 Total Shipments and Installed Base for TinyML Devices in Automotive with Edge AI Chipsets
• Table 44 Total Shipments and Installed Base for TinyML Devices in Automotive with Edge AI Chipsets by Use Case
• Table 45 Total Shipments and Revenue for TinyML Chipsets in Automotive with Edge AI Chipsets by Region
• Table 46 Total Shipments and Revenue for TinyML Chipsets in Automotive with Edge AI Chipsets by Architecture
• Table 47 Total Shipments and Installed Base for On-Device AI in Automotive with Edge AI Chipsets
• Table 48 Total Shipments and Installed Base for On-Device AI in Automotive with Edge AI Chipsets by Use Case
• Table 49 Total Shipments and Installed Base for On-Device AI in Automotive with Edge AI Chipsets by Application
• Table 50 Total Shipments and Breakdown of On-Device AI in Automotive with Edge AI Chipsets by AI Workload
• Table 51 Total Shipments and Revenue for Edge AI Inference and Training Chipsets in Automotive with Edge AI Chipsets by Region
• Table 52 Total Shipments and Revenue for Edge AI Inference Chipsets in Automotive with Edge AI Chipsets by Architecture
• Table 53 Total Shipments and Revenue for Edge AI Training Chipsets in Automotive with Edge AI Chipsets by Architecture
• Table 54 Total Shipments and Installed Base for On-Device AI in Banking and Finance Devices with Edge AI Chipsets
• Table 55 Total Shipments and Installed Base for On-Device AI in Banking and Finance Devices with Edge AI Chipsets by Use Case
• Table 56 Total Shipments and Installed Base for On-Device AI in Banking and Finance Devices with Edge AI Chipsets by Application
• Table 57 Total Shipments and Breakdown of On-Device AI in Banking and Finance Devices with Edge AI Chipsets by AI Workload
• Table 58 Total Shipments and Revenue for Edge AI Inference and Training Chipsets in Banking and Finance Devices with Edge AI Chipsets by Region
• Table 59 Total Shipments and Revenue for Edge AI Inference Chipsets in Banking and Finance Devices with Edge AI Chipsets by Architecture
• Table 60 Total Shipments and Revenue for Edge AI Training Chipsets in Banking and Finance Devices with Edge AI Chipsets by Architecture
• Table 61 Total Shipments and Breakdown of Edge AI Gateways in Banking and Finance by AI Workload
• Table 62 Total Shipments and Revenue for Edge AI Inference and Training Chipsets for Edge AI Gateways in Banking and Finance by Region
• Table 63 Total Shipments and Revenue for Edge AI Inference Chipsets for Edge AI Gateways in Banking and Finance by Architecture
• Table 64 Total Shipments and Revenue for Edge AI Training Chipsets for Edge AI Gateways in Banking and Finance by Architecture
• Table 65 Total Shipments and Breakdown of On-Premises and Edge Cloud AI Servers in Banking and Finance by AI Workload
• Table 66 Total Shipments and Revenue for Edge AI Inference and Training Chipsets for On-Premises and Edge Cloud AI Servers in Banking and Finance by Region
• Table 67 Total Shipments and Revenue for Edge AI Inference Chipsets for On-Premises and Edge Cloud AI Servers in Banking and Finance by Architecture
• Table 68 Total Shipments and Revenue for Edge AI Training Chipsets for On-Premises and Edge Cloud AI Servers in Banking and Finance by Architecture
• Table 69 Total Shipments and Installed Base for TinyML Devices in Cellular Network Devices with Edge AI Chipsets
• Table 70 Total Shipments and Installed Base for TinyML Devices in Cellular Network Devices with Edge AI Chipsets by Use Case
• Table 71 Total Shipments and Revenue for TinyML Chipsets in Cellular Network Devices with Edge AI Chipsets by Region
• Table 72 Total Shipments and Revenue for TinyML Chipsets in Cellular Network Devices with Edge AI Chipsets by Architecture
• Table 73 Total Shipments and Installed Base for On-Device AI in Cellular Network Devices with Edge AI Chipsets
• Table 74 Total Shipments and Installed Base for On-Device AI in Cellular Network Devices with Edge AI Chipsets by Use Case
• Table 75 Total Shipments and Installed Base for On-Device AI in Cellular Network Devices with Edge AI Chipsets by Application
• Table 76 Total Shipments and Breakdown of On-Device AI in Cellular Network Devices with Edge AI Chipsets by AI Workload
• Table 77 Total Shipments and Revenue for Edge AI Inference and Training Chipsets in Cellular Network Devices with Edge AI Chipsets by Region
• Table 78 Total Shipments and Revenue for Edge AI Inference Chipsets in Cellular Network Devices with Edge AI Chipsets by Architecture
• Table 79 Total Shipments and Revenue for Edge AI Training Chipsets in Cellular Network Devices with Edge AI Chipsets by Architecture
• Table 80 Total Shipments and Breakdown of On-Premises and Edge Cloud AI Servers in Cellular Networks by AI Workload
• Table 81 Total Shipments and Revenue for Edge AI Inference and Training Chipsets for On-Premises and Edge Cloud AI Servers in Cellular Networks by Region
• Table 82 Total Shipments and Revenue for Edge AI Inference Chipsets for On-Premises and Edge Cloud AI Servers in Cellular Networks by Architecture
• Table 83 Total Shipments and Revenue for Edge AI Training Chipsets for On-Premises and Edge Cloud AI Servers in Cellular Networks by Architecture
• Table 84 Total Shipments and Installed Base for TinyML Devices in Healthcare Devices with Edge AI Chipsets
• Table 85 Total Shipments and Installed Base for TinyML Devices in Healthcare Devices with Edge AI Chipsets by Use Case
• Table 86 Total Shipments and Revenue for TinyML Chipsets in Healthcare Devices with Edge AI Chipsets by Region
• Table 87 Total Shipments and Revenue for TinyML Chipsets in Healthcare Devices with Edge AI Chipsets by Architecture
• Table 88 Total Shipments and Installed Base for On-Device AI in Healthcare Devices with Edge AI Chipsets
• Table 89 Total Shipments and Installed Base for On-Device AI in Healthcare Devices with Edge AI Chipsets by Use Case
• Table 90 Total Shipments and Installed Base for On-Device AI in Healthcare Devices with Edge AI Chipsets by Application
• Table 91 Total Shipments and Breakdown of On-Device AI in Healthcare Devices with Edge AI Chipsets by AI Workload
• Table 92 Total Shipments and Revenue for Edge AI Inference and Training Chipsets in Healthcare Devices with Edge AI Chipsets by Region
• Table 93 Total Shipments and Revenue for Edge AI Inference Chipsets in Healthcare Devices with Edge AI Chipsets by Architecture
• Table 94 Total Shipments and Revenue for Edge AI Training Chipsets in Healthcare Devices with Edge AI Chipsets by Architecture
• Table 95 Total Shipments and Breakdown of Edge AI Gateways in Healthcare by AI Workload
• Table 96 Total Shipments and Revenue for Edge AI Inference and Training Chipsets for Edge AI Gateways in Healthcare by Region
• Table 97 Total Shipments and Revenue for Edge AI Inference Chipsets for Edge AI Gateways in Healthcare by Architecture
• Table 98 Total Shipments and Revenue for Edge AI Training Chipsets for Edge AI Gateways in Healthcare by Architecture
• Table 99 Total Shipments and Breakdown of On-Premises and Edge Cloud AI Servers in Healthcare by AI Workload
• Table 100 Total Shipments and Revenue for Edge AI Inference and Training Chipsets for On-Premises and Edge Cloud AI Servers in Healthcare by Region
• Table 101 Total Shipments and Revenue for Edge AI Inference Chipsets for On-Premises and Edge Cloud AI Servers in Healthcare by Architecture
• Table 102 Total Shipments and Revenue for Edge AI Training Chipsets for On-Premises and Edge Cloud AI Servers in Healthcare by Architecture
• Table 103 Total Shipments and Installed Base for TinyML Devices in Manufacturing Devices with Edge AI Chipsets
• Table 104 Total Shipments and Installed Base for TinyML Devices in Manufacturing Devices with Edge AI Chipsets by Use Case
• Table 105 Total Shipments and Revenue for TinyML Chipsets in Manufacturing Devices by Region
• Table 106 Total Shipments and Revenue for TinyML Chipsets in Manufacturing Devices by Architecture
• Table 107 Total Shipments and Installed Base for On-Device AI in Manufacturing Devices with Edge AI Chipsets
• Table 108 Total Shipments and Installed Base for On-Device AI in Manufacturing Devices with Edge AI Chipsets by Use Case
• Table 109 Total Shipments and Installed Base for On-Device AI in Manufacturing Devices with Edge AI Chipsets by Application
• Table 110 Total Shipments and Breakdown of On-Device AI in Manufacturing Devices with Edge AI Chipsets by AI Workload
• Table 111 Total Shipments and Revenue for Edge AI Inference and Training Chipsets in Manufacturing Devices with Edge AI Chipsets by Region
• Table 112 Total Shipments and Revenue for Edge AI Inference Chipsets in Manufacturing Devices with Edge AI Chipsets by Architecture
• Table 113 Total Shipments and Revenue for Edge AI Training Chipsets in Manufacturing Devices with Edge AI Chipsets by Architecture
• Table 114 Total Shipments and Breakdown of Edge AI Gateways in Manufacturing by AI Workload
• Table 115 Total Shipments and Revenue for Edge AI Inference and Training Chipsets for Edge AI Gateways in Manufacturing by Region
• Table 116 Total Shipments and Revenue for Edge AI Inference Chipsets for Edge AI Gateways in Manufacturing by Architecture
• Table 117 Total Shipments and Revenue for Edge AI Training Chipsets for Edge AI Gateways in Manufacturing by Architecture
• Table 118 Total Shipments and Breakdown of On-Premises and Edge Cloud AI Servers in Manufacturing by AI Workload
• Table 119 Total Shipments and Revenue for Edge AI Inference and Training Chipsets for On-Premises and Edge Cloud AI Servers in Manufacturing by Region
• Table 120 Total Shipments and Revenue for Edge AI Inference Chipsets for On-Premises and Edge Cloud AI Servers in Manufacturing by Architecture
• Table 121 Total Shipments and Revenue for Edge AI Training Chipsets for On-Premises and Edge Cloud AI Servers in Manufacturing by Architecture
• Table 122 Total Shipments and Installed Base for TinyML Devices in Personal and Work Devices with Edge AI Chipsets
• Table 123 Total Shipments and Installed Base for TinyML Devices in Personal and Work Devices with Edge AI Chipsets by Use Case
• Table 124 Total Shipments and Revenue for TinyML Chipsets in Personal and Work Devices by Region
• Table 125 Total Shipments and Revenue for TinyML Chipsets in Personal and Work Devices by Architecture
• Table 126 Total Shipments and Installed Base for On-Device AI in Personal and Work Devices with Edge AI Chipsets
• Table 127 Total Shipments and Installed Base for On-Device AI in Personal and Work Devices with Edge AI Chipsets by Use Case
• Table 128 Total Shipments and Breakdown of On-Device AI in Personal and Work Devices with Edge AI Chipsets by Application
• Table 129 Total Shipments and Breakdown of On-Device AI in Personal and Work Devices with Edge AI Chipsets by AI Workload
• Table 130 Total Shipments and Revenue for Edge AI Inference and Training Chipsets in Personal and Work Devices with Edge AI Chipsets by Region
• Table 131 Total Shipments and Revenue for Edge AI Inference Chipsets in Personal and Work Devices with Edge AI Chipsets by Architecture
• Table 132 Total Shipments and Revenue for Edge AI Training Chipsets in Personal and Work Devices with Edge AI Chipsets by Architecture
• Table 133 Total Shipments and Installed Base for TinyML Devices in Retail Devices with Edge AI Chipsets
• Table 134 Total Shipments and Installed Base for TinyML Devices in Retail Devices with Edge AI Chipsets by Use Case
• Table 135 Total Shipments and Revenue for TinyML Chipsets in Retail Devices by Region
• Table 136 Total Shipments and Revenue for TinyML Chipsets in Retail Devices by Architecture
• Table 137 Total Shipments and Installed Base for On-Device AI in Retail Devices with Edge AI Chipsets
• Table 138 Total Shipments and Installed Base for On-Device AI in Retail Devices with Edge AI Chipsets by Use Case
• Table 139 Total Shipments and Installed Base for On-Device AI in Retail Devices with Edge AI Chipsets by Application
• Table 140 Total Shipments and Breakdown of On-Device AI in Retail Devices with Edge AI Chipsets by AI Workload
• Table 141 Total Shipments and Revenue for Edge AI Inference and Training Chipsets in Retail Devices with Edge AI Chipsets by Region
• Table 142 Total Shipments and Revenue for Edge AI Inference Chipsets in Retail Devices with Edge AI Chipsets by Architecture
• Table 143 Total Shipments and Revenue for Edge AI Training Chipsets in Retail Devices with Edge AI Chipsets by Architecture
• Table 144 Total Shipments and Breakdown of Edge AI Gateways in Retail by AI Workload
• Table 145 Total Shipments and Revenue for Edge AI Inference and Training Chipsets for Edge AI Gateways in Retail by Region
• Table 146 Total Shipments and Revenue for Edge AI Inference Chipsets for Edge AI Gateways in Retail by Architecture
• Table 147 Total Shipments and Revenue for Edge AI Training Chipsets for Edge AI Gateways in Retail by Architecture
• Table 148 Total Shipments and Breakdown of On-Premises and Edge Cloud AI Servers in Retail by AI Workload
• Table 149 Total Shipments and Revenue for Edge AI Inference and Training Chipsets for On-Premises and Edge Cloud AI Servers in Retail by Region
• Table 150 Total Shipments and Revenue for Edge AI Inference Chipsets for On-Premises and Edge Cloud AI Servers in Retail by Architecture
• Table 151 Total Shipments and Revenue for Edge AI Training Chipsets for On-Premises and Edge Cloud AI Servers in Retail by Architecture
• Table 152 Total Shipments and Installed Base for TinyML Devices in Robots with Edge AI Chipsets
• Table 153 Total Shipments and Installed Base for TinyML Devices in Robots with Edge AI Chipsets by Use Case
• Table 154 Total Shipments and Revenue for TinyML Chipsets in Robots by Region
• Table 155 Total Shipments and Revenue for TinyML Chipsets in Robots by Architecture
• Table 156 Total Shipments and Installed Base for On-Device AI in Robots with Edge AI Chipsets
• Table 157 Total Shipments and Installed Base for On-Device AI in Robots with Edge AI Chipsets by Use Case
• Table 158 Total Shipments and Installed Base for On-Device AI in Robots with Edge AI Chipsets by Application
• Table 159 Total Shipments and Breakdown of On-Device AI in Robots with Edge AI Chipsets by AI Workload
• Table 160 Total Shipments and Revenue for Edge AI Inference and Training Chipsets in Robots with Edge AI Chipsets by Region
• Table 161 Total Shipments and Revenue for Edge AI Inference Chipsets in Robots with Edge AI Chipsets by Architecture
• Table 162 Total Shipments and Revenue for Edge AI Training Chipsets in Robots with Edge AI Chipsets by Architecture
• Table 163 Total Shipments and Installed Base for TinyML Devices in sUAS with Edge AI Chipsets
• Table 164 Total Shipments and Installed Base for TinyML Devices in sUAS with Edge AI Chipsets by Use Case
• Table 165 Total Shipments and Revenue for TinyML Chipsets in sUAS by Region
• Table 166 Total Shipments and Revenue for TinyML Chipsets in sUAS by Architecture
• Table 167 Total Shipments and Installed Base for On-Device AI in sUAS with Edge AI Chipsets
• Table 168 Total Shipments and Installed Base for On-Device AI in sUAS with Edge AI Chipsets by Use Case
• Table 169 Total Shipments and Installed Base for On-Device AI in sUAS with Edge AI Chipsets by Application
• Table 170 Total Shipments and Breakdown of On-Device AI in sUAS with Edge AI Chipsets by AI Workload
• Table 171 Total Shipments and Revenue for Edge AI Inference and Training Chipsets in sUAS with Edge AI Chipsets by Region
• Table 172 Total Shipments and Revenue for Edge AI Inference Chipsets in sUAS with Edge AI Chipsets by Architecture
• Table 173 Total Shipments and Revenue for Edge AI Training Chipsets in sUAS with Edge AI Chipsets by Architecture
• Table 174 Total Shipments and Installed Base for TinyML Devices in Smart Building Devices with Edge AI Chipsets
• Table 175 Total Shipments and Installed Base for TinyML Devices in Smart Building Devices with Edge AI Chipsets by Use Case
• Table 176 Total Shipments and Revenue for TinyML Chipsets in Smart Building Devices with Edge AI Chipsets by Region
• Table 177 Total Shipments and Revenue for TinyML Chipsets in Smart Building Devices with Edge AI Chipsets by Architecture
• Table 178 Total Shipments and Installed Base for On-Device AI in Smart Building Devices with Edge AI Chipsets
• Table 179 Total Shipments and Installed Base for On-Device AI in Smart Building Devices with Edge AI Chipsets by Use Case
• Table 180 Total Shipments and Installed Base for On-Device AI in Smart Building Devices with Edge AI Chipsets by Application
• Table 181 Total Shipments and Breakdown of On-Device AI in Smart Building Devices with Edge AI Chipsets by AI Workload
• Table 182 Total Shipments and Revenue for Edge AI Inference and Training Chipsets in Smart Building Devices with Edge AI Chipsets by Region
• Table 183 Total Shipments and Revenue for Edge AI Inference Chipsets in Smart Building Devices with Edge AI Chipsets by Architecture
• Table 184 Total Shipments and Revenue for Edge AI Training Chipsets in Smart Building Devices with Edge AI Chipsets by Architecture
• Table 185 Total Shipments and Breakdown of Edge AI Gateways in Smart Buildings by AI Workload
• Table 186 Total Shipments and Revenue for Edge AI Inference and Training Chipsets for Edge AI Gateways in Smart Buildings by Region
• Table 187 Total Shipments and Revenue for Edge AI Inference Chipsets for Edge AI Gateways in Smart Buildings by Architecture
• Table 188 Total Shipments and Revenue for Edge AI Training Chipsets for Edge AI Gateways in Smart Buildings by Architecture
• Table 189 Total Shipments and Breakdown of On-Premises and Edge Cloud AI Servers in Smart Buildings by AI Workload
• Table 190 Total Shipments and Revenue for Edge AI Inference and Training Chipsets for On-Premises and Edge Cloud AI Servers in Smart Buildings by Region
• Table 191 Total Shipments and Revenue for Edge AI Inference Chipsets for On-Premises and Edge Cloud AI Servers in Smart Buildings by Architecture
• Table 192 Total Shipments and Revenue for Edge AI Training Chipsets for On-Premises and Edge Cloud AI Servers in Smart Buildings by Architecture
• Table 193 Total Shipments and Installed Base for TinyML Devices in Smart City Devices with Edge AI Chipsets
• Table 194 Total Shipments and Installed Base for TinyML Devices in Smart City Devices with Edge AI Chipsets by Use Case
• Table 195 Total Shipments and Revenue for TinyML Chipsets in Smart City Devices with Edge AI Chipsets by Region
• Table 196 Total Shipments and Revenue for TinyML Chipsets in Smart City Devices with Edge AI Chipsets by Architecture
• Table 197 Total Shipments and Installed Base for On-Device AI in Smart City Devices with Edge AI Chipsets
• Table 198 Total Shipments and Installed Base for On-Device AI in Smart City Devices with Edge AI Chipsets by Use Case
• Table 199 Total Shipments and Installed Base for On-Device AI in Smart City Devices with Edge AI Chipsets by Application
• Table 200 Total Shipments and Breakdown of On-Device AI in Smart City Devices with Edge AI Chipsets by AI Workload
• Table 201 Total Shipments and Revenue for Edge AI Inference and Training Chipsets in Smart City Devices with Edge AI Chipsets by Region
• Table 202 Total Shipments and Revenue for Edge AI Inference Chipsets in Smart City Devices with Edge AI Chipsets by Architecture
• Table 203 Total Shipments and Revenue for Edge AI Training Chipsets in Smart City Devices with Edge AI Chipsets by Architecture
• Table 204 Total Shipments and Breakdown of Edge AI Gateways in Smart City by AI Workload
• Table 205 Total Shipments and Revenue for Edge AI Inference and Training Chipsets for Edge AI Gateways in Smart City by Region
• Table 206 Total Shipments and Revenue for Edge AI Inference Chipsets for Edge AI Gateways in Smart City by Architecture
• Table 207 Total Shipments and Revenue for Edge AI Training Chipsets for Edge AI Gateways in Smart City by Architecture
• Table 208 Total Shipments and Breakdown of On-Premises and Edge Cloud AI Servers in Smart City by AI Workload
• Table 209 Total Shipments and Revenue for Edge AI Inference and Training Chipsets for On-Premises and Edge Cloud AI Servers in Smart City by Region
• Table 210 Total Shipments and Revenue for Edge AI Inference Chipsets for On-Premises and Edge Cloud AI Servers in Smart City by Architecture
• Table 211 Total Shipments and Revenue for Edge AI Training Chipsets for On-Premises and Edge Cloud AI Servers in Smart City by Architecture
• Table 212 Total Shipments and Installed Base for TinyML Devices in Smart Home Devices with Edge AI Chipsets
• Table 213 Total Shipments and Installed Base for TinyML Devices in Smart Home Devices with Edge AI Chipsets by Use Case
• Table 214 Total Shipments and Revenue for TinyML Chipsets in Smart Home Devices with Edge AI Chipsets by Region
• Table 215 Total Shipments and Revenue for TinyML Chipsets in Smart Home Devices with Edge AI Chipsets by Architecture
• Table 216 Total Shipments and Installed Base for On-Device AI in Smart Home Devices with Edge AI Chipsets
• Table 217 Total Shipments and Installed Base for On-Device AI in Smart Home Devices with Edge AI Chipsets by Use Case
• Table 218 Total Shipments and Installed Base for On-Device AI in Smart Home Devices with Edge AI Chipsets by Application
• Table 219 Total Shipments and Breakdown of On-Device AI in Smart Home Devices with Edge AI Chipsets by AI Workload
• Table 220 Total Shipments and Revenue for Edge AI Inference and Training Chipsets in Smart Home Devices with Edge AI Chipsets by Region
• Table 221 Total Shipments and Revenue for Edge AI Inference Chipsets in Smart Home Devices with Edge AI Chipsets by Architecture
• Table 222 Total Shipments and Revenue for Edge AI Training Chipsets in Smart Home Devices with Edge AI Chipsets by Architecture
• Table 223 Total Shipments and Breakdown of Edge AI Gateways in Smart Home by AI Workload
• Table 224 Total Shipments and Revenue for Edge AI Inference and Training Chipsets for Edge AI Gateways in Smart Home by Region
• Table 225 Total Shipments and Revenue for Edge AI Inference Chipsets for Edge AI Gateways in Smart Home by Architecture
• Table 226 Total Shipments and Revenue for Edge AI Training Chipsets for Edge AI Gateways in Smart Home by Architecture
• Table 227 Total Shipments and Installed Base for TinyML Devices in Transport & Logistics Devices with Edge AI Chipsets
• Table 228 Total Shipments and Installed Base for TinyML Devices in Transport & Logistics Devices with Edge AI Chipsets by Use Case
• Table 229 Total Shipments and Revenue for TinyML Chipsets in Transport & Logistics Devices with Edge AI Chipsets by Region
• Table 230 Total Shipments and Revenue for TinyML Chipsets in Transport & Logistics Devices with Edge AI Chipsets by Architecture
• Table 231 Total Shipments and Installed Base for On-Device AI in Transport & Logistics Devices with Edge AI Chipsets
• Table 232 Total Shipments and Installed Base for On-Device AI in Transport & Logistics Devices with Edge AI Chipsets by Use Case
• Table 233 Total Shipments and Installed Base for On-Device AI in Transport & Logistics Devices with Edge AI Chipsets by Application
• Table 234 Total Shipments and Breakdown of On-Device AI in Transport & Logistics Devices with Edge AI Chipsets by AI Workload
• Table 235 Total Shipments and Revenue for Edge AI Inference and Training Chipsets in Transport & Logistics Devices with Edge AI Chipsets by Region
• Table 236 Total Shipments and Revenue for Edge AI Inference Chipsets in Transport & Logistics Devices with Edge AI Chipsets by Architecture
• Table 237 Total Shipments and Revenue for Edge AI Training Chipsets in Transport & Logistics Devices with Edge AI Chipsets by Architecture
• Table 238 Total Shipments and Breakdown of Edge AI Gateways in Transport & Logistics by AI Workload
• Table 239 Total Shipments and Revenue for Edge AI Inference and Training Chipsets for Edge AI Gateways in Transport & Logistics by Region
• Table 240 Total Shipments and Revenue for Edge AI Inference Chipsets for Edge AI Gateways in Transport & Logistics by Architecture
• Table 241 Total Shipments and Revenue for Edge AI Training Chipsets for Edge AI Gateways in Transport & Logistics by Architecture
• Table 242 Total Shipments and Breakdown of On-Premises and Edge Cloud AI Servers in Transport & Logistics by AI Workload
• Table 243 Total Shipments and Revenue for Edge AI Inference and Training Chipsets for On-Premises and Edge Cloud AI Servers in Transport & Logistics by Region
• Table 244 Total Shipments and Revenue for Edge AI Inference Chipsets for On-Premises and Edge Cloud AI Servers in Transport & Logistics by Architecture
• Table 245 Total Shipments and Revenue for Edge AI Training Chipsets for On-Premises and Edge Cloud AI Servers in Transport & Logistics by Architecture
• Table 246 Total Shipments and Installed Base for TinyML Devices in Utilities Devices with Edge AI Chipsets
• Table 247 Total Shipments and Installed Base for TinyML Devices in Utilities Devices with Edge AI Chipsets by Use Case
• Table 248 Total Shipments and Revenue for TinyML Chipsets in Utilities Devices with Edge AI Chipsets by Region
• Table 249 Total Shipments and Revenue for TinyML Chipsets in Utilities Devices with Edge AI Chipsets by Architecture
• Table 250 Total Shipments and Installed Base for On-Device AI in Utilities Devices with Edge AI Chipsets
• Table 251 Total Shipments and Installed Base for On-Device AI in Utilities Devices with Edge AI Chipsets by Use Case
• Table 252 Total Shipments and Installed Base for On-Device AI in Utilities Devices with Edge AI Chipsets by Application
• Table 253 Total Shipments and Breakdown of On-Device AI in Utilities Devices with Edge AI Chipsets by AI Workload
• Table 254 Total Shipments and Revenue for Edge AI Inference and Training Chipsets in Utilities Devices with Edge AI Chipsets by Region
• Table 255 Total Shipments and Revenue for Edge AI Inference Chipsets in Utilities Devices with Edge AI Chipsets by Architecture
• Table 256 Total Shipments and Revenue for Edge AI Training Chipsets in Utilities Devices with Edge AI Chipsets by Architecture
• Table 257 Total Shipments and Breakdown of Edge AI Gateways in Utilities by AI Workload
• Table 258 Total Shipments and Revenue for Edge AI Inference and Training Chipsets for Edge AI Gateways in Utilities by Region
• Table 259 Total Shipments and Revenue for Edge AI Inference Chipsets for Edge AI Gateways in Utilities by Architecture
• Table 260 Total Shipments and Revenue for Edge AI Training Chipsets for Edge AI Gateways in Utilities by Architecture
• Table 261 Total Shipments and Breakdown of On-Premises and Edge Cloud AI Servers in Utilities by AI Workload
• Table 262 Total Shipments and Revenue for Edge AI Inference and Training Chipsets for On-Premises and Edge Cloud AI Servers in Utilities by Region
• Table 263 Total Shipments and Revenue for Edge AI Inference Chipsets for On-Premises and Edge Cloud AI Servers in Utilities by Architecture
• Table 264 Total Shipments and Revenue for Edge AI Training Chipsets for On-Premises and Edge Cloud AI Servers in Utilities by Architecture
• Table 265 Total Shipments and Installed Base for TinyML Devices in Wearable Devices with Edge AI Chipsets
• Table 266 Total Shipments and Installed Base for TinyML Devices in Wearable Devices with Edge AI Chipsets by Use Case
• Table 267 Total Shipments and Revenue for TinyML Chipsets in Wearable Devices with Edge AI Chipsets by Region
• Table 268 Total Shipments and Revenue for TinyML Chipsets in Wearable Devices with Edge AI Chipsets by Architecture
• Table 269 Total Shipments and Installed Base for On-Device AI in Wearable Devices with Edge AI Chipsets
• Table 270 Total Shipments and Installed Base for On-Device AI in Wearable Devices with Edge AI Chipsets by Use Case
• Table 271 Total Shipments and Installed Base for On-Device AI in Wearable Devices with Edge AI Chipsets by Application
• Table 272 Total Shipments and Breakdown of On-Device AI in Wearable Devices with Edge AI Chipsets by AI Workload
• Table 273 Total Shipments and Revenue for Edge AI Inference and Training Chipsets in Wearable Devices with Edge AI Chipsets by Region
• Table 274 Total Shipments and Revenue for Edge AI Inference Chipsets in Wearable Devices with Edge AI Chipsets by Architecture
• Table 275 Total Shipments and Revenue for Edge AI Training Chipsets in Wearable Devices with Edge AI Chipsets by Architecture
• Table 276 Total Shipments and Installed Base for TinyML Devices in XR Devices with Edge AI Chipsets
• Table 277 Total Shipments and Installed Base for TinyML Devices in XR Devices with Edge AI Chipsets by Use Case
• Table 278 Total Shipments and Revenue for TinyML Chipsets in X