Finite linear least squares is one of the core problems numerical algebra, with countless applications across science and engineering. Consequently, there a rich ongoing literature on algorithms for solving problems. In this paper, we explore variant in which system's matrix has infinite dimension (i.e., it quasimatrix). We call such semi-infinite regression As show, case arises several applica...