Aishwarya Naresh Reganti is a machine learning expert and startup leader who recently departed AWS after nearly five years, where she led enterprise‑grade generative AI initiatives as a Tech Lead at the AWS Generative AI Innovation Center in California. With over eight years in applied AI and more than 30 research publications at top conferences (e.g., NeurIPS, CVPR, AAAI), she’s also an educator—teaching courses at MIT, Oxford, and CMU, and co‑founding The LevelUp Org to mentor technologists .