Scaling AI applications can present unique challenges in terms of performance, cost, and infrastructure. This talk will focus on strategies for building scalable and cost-effective AI solutions on AWS, covering topics such as distributed training, model optimization, and cost optimization techniques. Attendees will gain insights into how to design AI architectures that can handle large workloads efficiently while keeping costs under control, enabling them to deploy AI at scale with confidence.