The hyperfine structure of the 6p32D5/2, 0, 6P2(3P0)6d 2D3/2 and 6P2(3P1)7s4P3/2 levels of the Bi I spectrum has been measured on the 3397 AA and 3511 AA lines with a PGS-2 plane-grating spectrograph and on the 4308 AA line with a Fabry-Perot interferometer coupled to the spectrograph. The experiments led to: A(2D5/20)=2502.86(56) MHz, A(4P3/2)=-60.9(1.4) MHz. B(4P3/2)=-739(9) MHz, A(3D3/2)=128.5(2.7) MHz and B(2D3/2)=35(7) MHz. The hyperfine-structure analysis of the 6p32D5/20 level was carried out according to second-order perturbation theory and no experimental proof was found that the B(2D5/20) constant differs from zero, as was postulated by some authors. For comparison, the theoretical values of the above hyperfine-structure constants were calculated.