High resolution laser spectroscopy has been performed on mass-separated beams of barium ions, in a collinear geometry. Isotope shifts and hyperfine structures of the 5d2D3/2 ~6p2P3/2 transition and the 5d2Ds/2-*6p2P3/2 transition were measured. The results are interpreted in terms of core polarization effects.