The Laboratory for Computational and Statistical Learning (LCSL) is one of the research units within MaLGa, the machine learning center of the University of Genova. LCSL focuses on the development of efficient and reliable machine learning algorithms blending tools from statistics, optimization, and regularization theory. Our goal is to develop theoretically grounded and practical machine learning algorithms. In collaboration with other MaLGa units and external collaborators we work on foundational aspects of Machine Learning (CHARML) and also a number of applications including vision (MLV), robotics, and data science applications (MLDS).