I have a strong background in designing and deploying scalable infrastructure for SageMaker's AI and ML platforms, optimizing costs by 30% and saving $750,000 annually through innovative strategies and fine-tuning techniques. My expertise includes implementing CI/CD processes using Java, developing RESTful APIs, and restructuring ML pipelines, which reduced deployment failures significantly. I integrated advanced technologies such as Amazon Pinecone Vector DB and used tools like Kubernetes, Docker, and AWS Lambda for efficient operations and security. My work also involves leveraging transformers for large language models and employing observability tools for enhanced monitoring and troubleshooting.