From the course: Understanding Generative AI in Cloud Computing: Services and Use Cases (2023)

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Challenge: Generative AI on the edge of clouds

Challenge: Generative AI on the edge of clouds

(upbeat music) - [Instructor] A leader in smart home automation space, Company XYZ, aimed at enriching its product suite by incorporating generative AI capabilities into their edge devices. The key purpose behind this initiative was enabling their devices to generate content that accurately reflects real world scenarios with personalized voice responses, advanced natural language processing abilities, and highly immersive virtual reality simulations. The challenge, Company XYZ faced a significant difficulty in terms of inadequate computational abilities on their edge devices. Notably, generative AI models tend to be highly computing intensive, and require significant processing power, nowhere near what typically is available on resource-constrained devices at these edges. Additionally, they require generated content that would continuously remain up-to-date and adjustable according to ever-changing user preferences and…

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