ML for Cognitive and Mental Health
I am leading ML team at Ellipsis Health, which is woking on improving mental healthcare through AI and speech. The company is also developing conversational AI care manager assistant using LLMs and RAG. In addition, I am working with scientists from CAMH on AI-based CBT therapy app using RAG and LLMs. Previously, at Cambridge Cognition, I was committed to enhancing global research, accelerating treatment development and improving patient outcomes in conditions affecting brain health. My personal focus was on developing and implementing predictive and generative deep learning models in multimodal and multilingual settings for understanding and early prediction of cognitive and mental health diseases. I was also a General Chair of the Machine Learning for Cognitive and Mental Health Workshop @ AAAI 2024. My interest in ML for mental health starts in 2019 with NIH funded (2020-2022) collaboration on ML for anxiety of adolescents.