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STMicroelectronics 2022 17 NanoEdge AI TM Studio V3 Figure 1: ML and Edge AI application drivers. Edge AI Frontiers: Present and Future Let's now look at what the coming ML and Edge AI wave looks like and its main application drivers (Figure 1).

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• Local MachineLearning forresponsive AIat the Edge
• The Rise of Machine Learning for Edge-AI Devices
• Adding Intelligence to Every Thing Everywhere with Edge-AI
• Paving the Way for AI at the Edge
• Discussing the Frontier Edges of AI and ML
• From Illusionto Reality:The Binarization of AI
• Embedded Neural Networks Approach
• Intelligent Sensors at the Edge of the Edge