Learn how to efficiently manage and scale hundreds of fine-tuned AI models in this technical session from AWS AI Infrastructure Day 2024. Discover performance optimization strategies using LoRA techniques within Amazon SageMaker's large model inference containers and inference components. Master the deployment and maintenance of diverse model ecosystems while addressing scalability challenges and cost considerations. Gain practical insights into serving a growing portfolio of fine-tuned models optimized for specific customer needs, ensuring seamless performance and cost efficiency. Explore how organizations can effectively handle the increasing demands for personalized and specialized AI solutions through Amazon SageMaker's robust infrastructure and tooling.