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Explore the evolution of Generative AI from cloud to on-device implementations in this conference talk from tinyML Asia 2023. Delve into the economic advantages of device-based AI processing, examining how personalization is achieved through user and environmental interactions while maintaining seamless cloud integration. Learn about the computational capabilities of modern mobile chipsets like Qualcomm's Snapdragon that enable complex AI tasks including image generation, natural language processing, video understanding, speech recognition, and synthesis. Discover how devices with defined users and controlled environments can achieve optimal performance using smaller models, and understand the benefits of a hybrid approach that combines device and cloud processing to deliver enhanced user experiences without significant computational overhead. Gain insights into how on-device AI processing offers advantages in response time, security, and availability compared to cloud-only solutions.
Syllabus
tinyML Asia 2023 - Kyuwoong Hwang: The Future of AI is “On-Device”
Taught by
EDGE AI FOUNDATION