I found an asnwer to my question on the site : Stackexchange.
It is a very nice answer but I still wonder: how do we get between those two lines?
\begin{align} & \int_0^1 \ln x \,\frac{ x^{\alpha-1}(1-x)^{\beta-1}}{B(\alpha,\beta)}\,dx \\[4pt] &= \frac{1}{B(\alpha,\beta)} \, \int_0^1 \frac{\partial x^{\alpha-1}(1-x)^{\beta-1}}{\partial \alpha}\,dx \\[4pt] \end{align}Thanks,
First, you can take $\frac{1}{B(\alpha , \beta)}$ out of the integral because $B(\alpha , \beta)$ is constant with respect to x.
Then, use the fact that
$\frac{\partial x^{\alpha -1}}{\partial \alpha}=\ln x\cdot x^{\alpha -1}$
to obtain
$\frac{\partial x^{\alpha-1}(1-x)^{\beta-1}}{\partial \alpha} = \ln(x) \, \cdot x^{\alpha-1}(1-x)^{\beta-1} $
Within the integral.