What you'll learn

High inference costs and unpredictable latency are the primary hurdles for production GenAI. In this course, AIP-C01: Operational Efficiency and Optimization for GenAI Applications, you'll gain the ability to scale GenAI workloads while maintaining peak efficiency. First, you'll explore cost-optimization strategies like token pruning and intelligent model selection. Next, you'll discover performance-tuning techniques, including semantic caching, response streaming, and retrieval optimization. Finally, you'll learn how to implement comprehensive monitoring using CloudWatch and Bedrock Model Invocation Logs to track hallucinations and resource drift. When you're finished with this course, you'll have the skills and knowledge of GenAI operations needed to pass the AIP-C01 exam and manage professional-grade AI deployments.