I’m a Software Engineer with hands-on experience in building and scaling real-world ML/NLP systems—ranging from token classification and anomaly detection to AI-driven observability and developer tooling. I’ve led multiple projects, mentored engineers, and conducted workshops as a Google Explore ML facilitator. I help students and professionals create clear AI/ML career roadmaps, choose the right skills, projects, and learning paths, and confidently transition or grow in their careers.