The magnetic properties of ͑Ga,Mn͒As thin films depend on both the Mn doping level and the carrier concentration. Using a post growth hydrogenation process, we show that it is possible to decrease the hole density from 1 ϫ 10 21 cm −3 to Ͻ 10 17 cm −3 while keeping the manganese concentration constant. For such a series of films, we have investigated the variation of the magnetization, the easy and hard axes of magnetization, the critical temperatures, the coercive fields, and the magnetocrystalline anisotropy constants as a function of temperature, using magnetometry, ferromagnetic resonance, and magnetotransport measurements. In particular, we provided evidence that magnetic easy axes flipped from out-of-plane ͓001͔ to in-plane ͓100͔ axis, followed by the ͗110͘ axes, with increasing hole density and temperature. Our study concluded on a general agreement with mean-field theory predictions of the expected easy axis reversals, and of the weight of uniaxial and cubic anisotropies in this material.