Singular functions are extensively used in signals for EE, I'm trying to not get lost in the initial parts of the book I'm following. However, I cant understand how/why the author uses $\mu$ as a function of $\tau$ initially. This often appears in singular functions defined through integrals. Can someone help me please?
Not understanding this integral of unit step
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If I'm understanding your confusion correctly, $\tau$ is what's called a "dummy variable" in this integration. You're probably expecting something a bit more like $$ f(t) = \int_{t_0}^{\color{red} t} u({\color{blue} t} - t_0) \, d{\color{blue} t}. $$ However, this notation is problematic, since the symbol $t$ is playing two roles in this expression: one as the variable we're integrating over ("inside" the integral, colored blue) and one as the limit of the integration (colored in red.) This can lead to confusion; for example, if I want to take the derivative of $f(t)$ $$ \frac{df}{dt} = \frac{d}{dt} \left[ \int_{t_0}^{\color{red} t} u({\color{blue} t} - t_0) \, d{\color{blue} t} \right], $$ how does this derivative with respect to $t$ act on the "blue" $t$'s in the expression in brackets?
The answer is that it doesn't, since the variable of integration is a "dummy" — it doesn't appear in $f(t)$ once you've evaluated the integral. So to remind ourselves that these $t$'s are playing different roles, we use a different symbol for the "dummy" variable: $$ f(t) = \int_{t_0}^{t} u(\tau - t_0) \, d\tau. $$ If we then try to take the derivative of this function, we have $$ \frac{df}{dt} = \frac{d}{dt} \left[ \int_{t_0}^{t} u(\tau - t_0) \, d\tau \right] $$ which is equal to $u(t - t_0)$ by the first fundamental theorem of calculus.

Unit step function is defined as: $$ u(t) = \cases{1 & if $t\ge0$ \\ 0 & if $t<0$} $$
Using this definition helps when solving integrals because allows to split domain of integration in a simple way and your example is one of those; $u(\tau - t_0)$ means that the value is $0$ when $\tau < t_0$ and $1$ when $\tau \ge t_0$ so when you solve the integral you write this: $$ \int_0^t u(\tau - t_0) d\tau = \int_0^{t_0} u(\tau-t_0) d\tau + \int_{t_0}^t u(\tau-t_0) d\tau = \int_0^{t_0} 0 \cdot d\tau + \int_{t_0}^t 1 \cdot d\tau $$ Even changing the variable of integration $\tau \rightarrow T = \tau - t_0$ lead to: $$ \int_0^t u(\tau - t_0) d\tau = \int_0^{t_0} u(\tau-t_0) d\tau + \int_{t_0}^t u(\tau-t_0) d\tau = \int_{-t_0}^{0} u(T) \cdot dT + \int_{0}^{t-t0} u(T) \cdot dT $$