We review the β-deformed matrix model approach to the correspondence between fourdimensional N = 2 gauge theories and two-dimensional conformal field theories. The βdeformed matrix model equipped with the log-type potential is obtained as a free field (Dotsenko-Fateev) representation of the conformal block of chiral conformal algebra in two dimensions, with the precise choice of integration contours. After reviewing various matrix models related to the conformal field theories in two-dimensions, we study the large N limit corresponding to turning off the Omega-background 1 , 2 → 0. We show that the large N analysis produces the purely gauge theory results. Furthermore we discuss the Nekrasov-Shatashvili limit ( 2 → 0) by which we see the connection with the quantum integrable system. We then perform the explicit integration of the matrix model. With the precise choice of the contours we see that this reproduces the expansion of the conformal block and also the Nekrasov partition function. This is a contribution to the special volume on the 2d/4d correspondence, edited by J. Teschner. * k.maruyoshi@imperial.ac.uk * The matrix model with a logarithmic potential was first studied by Penner [20] related to the Eular characteristic of a Riemann surface.