This CBMS on Research at the Interface of Applied Mathematics and Machine Learning from 12/08/2025 to 12/12/2025 will be hold in person at the University of Houston, USA. The aim of the conference is to expose early career researchers to cutting-edge research at the interface of applied mathematics and machine learning. It will also help identify new research directions and will foster the building of new collaborations between research groups in the Texas-Louisiana area and other regions. The conference will include graduate students, postdoctoral fellows, and established researchers from academia and industry, and provide a platform for early career researchers to learn and discuss recent advances in mathematical methods for machine learning and data science.