If I understand it right, uniform convergence by sequence of functions $\{f_n\}$ means, that there is a limit function $F$, and for any $\epsilon > 0$ we can always chose a high enough $n_0$ (the lower index of the function) such that for every $n > n_0$ and for every $x$, $f_n(x)$ is closer to the limit function (at corresponding $x$) than $\epsilon$.
I have a simple example on the domain $[-1, 1]$. The function sequence is $f_n(x) = x^{2n}$.
Now the limit function is: $f(x) = 1$ if $x=\pm 1$ , $0$ else.
They say the sequence converges only pointwise to the limit function. Why? I can choose whatever $\epsilon$, I just take a high enough $n$ and the every $x$ will be made very small close enough to $0$. And if $x=$1 then the limit function is equal to any member of the function sequence, so it is within the $\epsilon$ range too. Can you please explain this for me? Thank you!
How about this: Each $f_n$ is continuous at 1. This means that there is some interval $(x_n,1]$, so that $f_n$ is greater than $3/4$ on $(x_n,1]$. Note that $x_n<1$ for each $n$.
Now if $f_n$ converged uniformly to $f$ (as defined in your question), then we would be able to pick some $n_0$ so that for each $n>n_0$ the $|f_n(x)-f(x)|<1/4$ for each $x \in [-1,1]$. Yet, for each $n$, on $(x_n,1)$ the difference $|f_n(x)-f(x)| = |f_n(x)-0|>3/4$. So we can't ever pick a large enough $n_0$ so that for every $n>n_0$, $f_n$ is within $1/4$ of $f$. Hence the convergence is not uniform.