Summary
Ishan Singh is a Senior Generative AI Data Scientist based in Seattle with a decade of experience building and operationalizing AI and analytics at AWS, currently leading AI Observability and Evaluation for Amazon Bedrock’s AgentCore. He has progressed through data science and BI roles at Amazon, applying production ML, evaluation frameworks, and monitoring to GenAI agent stacks and SDKs like Strands-Agent-SDK. Comfortable across cloud data pipelines, model evaluation, and instrumentation, he bridges research-grade metrics with production telemetry to improve reliability and user-facing behavior. His early work spans large-scale ETL, analytics automation, and ML for media revenue prediction, reflecting a strong foundation in production data engineering and experimentation. Colleagues value him for turning complex evaluation needs into measurable observability systems that surface real-world model behavior.
10 years of coding experience
8 years of employment as a software developer
Master of Science (MS), Data Analytics, GPA: 3.93, Master of Science (MS), Data Analytics, GPA: 3.93 at George Mason University