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TechDaily.ai에서 제공하는 콘텐츠입니다. 에피소드, 그래픽, 팟캐스트 설명을 포함한 모든 팟캐스트 콘텐츠는 TechDaily.ai 또는 해당 팟캐스트 플랫폼 파트너가 직접 업로드하고 제공합니다. 누군가가 귀하의 허락 없이 귀하의 저작물을 사용하고 있다고 생각되는 경우 여기에 설명된 절차를 따르실 수 있습니다 https://ko.player.fm/legal.
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AI in the Cloud: Security, Serverless, and Cost Control

12:45
 
공유
 

Manage episode 505257937 series 3642779
TechDaily.ai에서 제공하는 콘텐츠입니다. 에피소드, 그래픽, 팟캐스트 설명을 포함한 모든 팟캐스트 콘텐츠는 TechDaily.ai 또는 해당 팟캐스트 플랫폼 파트너가 직접 업로드하고 제공합니다. 누군가가 귀하의 허락 없이 귀하의 저작물을 사용하고 있다고 생각되는 경우 여기에 설명된 절차를 따르실 수 있습니다 https://ko.player.fm/legal.

AI isn’t niche anymore—and the cloud put it in everyone’s hands. In this episode, we break down how AI at cloud scale is changing the game, why securing it is urgent, and practical ways to keep costs under control without slowing innovation.

You’ll learn:

  • The big unlocks: real-time threat detection, anomaly spotting, personalization, and automated deployment at scale
  • How serverless democratizes AI with thousands of concurrent functions—plus cloud-agnostic tools like Lithops to avoid lock-in
  • Making stateless work for ML by using Redis as shared memory so algorithms like K-means can run across serverless functions
  • Lock-based vs. lock-free designs—and when each approach is faster for clustering and other parallel workloads
  • Why MLC Ops matters: protecting AI systems against data poisoning, adversarial inputs, model theft, and supply chain risks
  • What regulations like the EU AI Act and US EO 12110 mean for businesses, with a focus on safety, privacy, fairness, and explainability
  • Security best practices: model encryption, strict access control, data verification, confidential AI environments, and open source tools like Sigstore and SLSA
  • The hidden costs of AI in the cloud—GPUs, storage, network egress, managed services, and idle resources
  • Proven cost optimizations: spot/preemptible instances, checkpointing, storage tiering, model compression, efficient architectures, transfer learning, and a FinOps culture

If this episode helped you map the AI-in-the-cloud landscape, subscribe, share, and leave a review. Got thoughts on self-learning defenses—systems that adapt to never-before-seen threats? Send them our way and keep the conversation going.

  continue reading

407 에피소드

Artwork
icon공유
 
Manage episode 505257937 series 3642779
TechDaily.ai에서 제공하는 콘텐츠입니다. 에피소드, 그래픽, 팟캐스트 설명을 포함한 모든 팟캐스트 콘텐츠는 TechDaily.ai 또는 해당 팟캐스트 플랫폼 파트너가 직접 업로드하고 제공합니다. 누군가가 귀하의 허락 없이 귀하의 저작물을 사용하고 있다고 생각되는 경우 여기에 설명된 절차를 따르실 수 있습니다 https://ko.player.fm/legal.

AI isn’t niche anymore—and the cloud put it in everyone’s hands. In this episode, we break down how AI at cloud scale is changing the game, why securing it is urgent, and practical ways to keep costs under control without slowing innovation.

You’ll learn:

  • The big unlocks: real-time threat detection, anomaly spotting, personalization, and automated deployment at scale
  • How serverless democratizes AI with thousands of concurrent functions—plus cloud-agnostic tools like Lithops to avoid lock-in
  • Making stateless work for ML by using Redis as shared memory so algorithms like K-means can run across serverless functions
  • Lock-based vs. lock-free designs—and when each approach is faster for clustering and other parallel workloads
  • Why MLC Ops matters: protecting AI systems against data poisoning, adversarial inputs, model theft, and supply chain risks
  • What regulations like the EU AI Act and US EO 12110 mean for businesses, with a focus on safety, privacy, fairness, and explainability
  • Security best practices: model encryption, strict access control, data verification, confidential AI environments, and open source tools like Sigstore and SLSA
  • The hidden costs of AI in the cloud—GPUs, storage, network egress, managed services, and idle resources
  • Proven cost optimizations: spot/preemptible instances, checkpointing, storage tiering, model compression, efficient architectures, transfer learning, and a FinOps culture

If this episode helped you map the AI-in-the-cloud landscape, subscribe, share, and leave a review. Got thoughts on self-learning defenses—systems that adapt to never-before-seen threats? Send them our way and keep the conversation going.

  continue reading

407 에피소드

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