I’m currently an Applied Scientist I at Amazon, working on the NLU and LLM architecture for Alexa AI-powered in-vehicle solutions, making driving more intelligent and personalized. Previously, I was a Master's student at Columbia SEAS (School of Engineering and Applied Science). My academic focus revolved around leveraging machine learning and analytics to address real-world challenges and facilitate data-driven decisions for businesses.