AI/ML / Cloud Computing / DevOps

High-Availability AI: AWS Load Balancer & Auto Scaling

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In today’s fast-paced digital landscape, the continuous availability of AI applications is paramount. Downtime can lead to significant financial losses, reputational damage, and a degraded user experience. This article dives deep into leveraging AWS Elastic Load Balancers (ELB) and Auto Scaling Groups (ASG) to architect highly available, scalable, and resilient AI solutions. We’ll explore the ‘why’ and ‘how’ of these critical AWS services, providing practical insights and implementation steps to keep your AI models serving predictions around the clock, even under fluctuating demand or unexpected failures.