With multiple years of experience in software development focused on ML/AI, I have optimized trading strategies, enhanced recommendation systems using graph algorithms, and contributed to the creation of a dynamic knowledge map platform that integrates insights from various sources into comprehensive semantic contexts. My expertise includes extensive experience with AWS and many of its services, SQL and NoSQL databases, and both vector and graph databases. I've primarily operated in Linux environments, where I've honed my skills in automation and bash scripting. Successfully optimized and deployed AI solutions for high-demand applications.