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
From the course: Understanding Generative AI in Cloud Computing: Services and Use Cases (2023)
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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Edge computing and cloud-based generative AI2m 54s
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Federated learning for distributed generative models on the cloud1m 58s
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Security and privacy issues in cloud-based generative AI2m 13s
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Overview of generative AI ethics in the cloud2m 56s
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Challenge: Generative AI on the edge of clouds1m 13s
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Solution: Generative AI on the edge of clouds2m 45s
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