Building domain LLMs for developer nirvana. Entrepreneur, Engineering and ML leader (Amazon Bedrock, Amazon Comprehend, AWS DeepRacer, AWS ML Lab), Reinforcement Learning Practitioner, Distributed Systems technologist. 29 patents filed in the area of ML, RL, NLP and Distributed Systems. Research publications at Neurips, ICML, ICRA. Former Head of Eng (Sr. SDM) for the NLP service Comprehend at AWS. Previous roles: Principal Scientist AWS ML Solutions Lab - Inventor of AWS DeepRacer, led the joint Healthcare ML/NLP research on EHR with Cerner.Prior to AWS I co-founded Neon labs where I was responsible of engineering, scaled the team and built technologies for video processing, image CDN with A/B testing framework and neuroscience and machine learning based image "clickability" algorithms & models. I have also built massively scalable systems including Zynga API Gateway, web servers/proxies and distributed filesystems for the likes of Zynga, EMC & NetApp. Key Accomplishments- Grown multi disciplinary teams from scratch to scale and shipped several ML enabled products.- Co-Founded Neon Labs, a Neuroscience and ML venture funded startup (raised $5.5M ) for auto generation of video thumbnails.- Co-creator of AWS DeepRacer. Led ideation, RL algorithms and development of the product.- Inventor of Serverless Map Reduce and Serverless ML leveraging AWS Lambda.- 25+ patents filed in the field of Machine Learning and Reinforcement Learning- Published several papers at top tier machine learning (CV,RL,NLP) conferences, including NeurIPS, ICRA.- Delivered 50+ Machine Learning talks in top tier industry and academic conferences - Led development of COVID-19 disease simulator and machine learning models as part of Amazon's COVID-19 response Solving problems that span multiple domains and require diverse set of skills is my passion. #alwayslearning