Hi! I'm an Applied Scientist building large-scale ML systems in production environments. My experience spans applied ML at Amazon and Preferred Networks (Tokyo), alongside research at IIT Hyderabad, ISI Kolkata, and IIIT Hyderabad. I’ve worked on computer vision and NLP systems, including multimodal models, domain shift, weak supervision, and deploying models under real-world constraints. I enjoy mentoring early-career ML engineers on building robust systems, navigating ambiguity, and growing steadily without burning out.