This is a particular case of the more general statement that if $K$ is a compact metric space then $C(K)$ with the topology induced by the $\sup$-norm is complete.
To prove this you do the following:
You need to show that the limit of every sequence that is Cauchy with respect to $\| \cdot \|_\infty$ is in $C(K)$. So let $f_n$ be a Cauchy sequence in $C(K)$. First you need to find out what it might converge to. In this case (and in many other cases) the limit function that it converges to in norm is the same as its pointwise limit function. So:
(i) Prove that the pointwise limit function $f$ exists. What does that mean? It means that $f(k)$ is finite for all points $k$ in $K$. So let $k$ be a fixed point in $K$. Then consider $f_n(k)$. Note that this is a sequence of real numbers. Let $\varepsilon > 0$ and now remember that you picked $f_n$ to be a Cauchy sequence with respect to $\| \cdot \|_\infty$. So you have $$ | f_n(k) - f_m(k) | \leq \sup_{k \in K} | f_n(k) - f_m(k) | = \| f_n - f_m \|_\infty < \varepsilon$$
Which shows that $f_n(k)$ is a Cauchy sequence in $\mathbb{R}$ with respect to the standard metric. But you know that $\mathbb{R}$ is complete so you know that the limit of $f_n(k)$ is in $\mathbb{R}$. This means that the pointwise limit $f(k) = \lim_{n \to \infty} f_n(k)$ exists.
(ii) Next you go on to showing that $f_n$ also converges to $f$ in norm, that is, $\| f_n - f \|_\infty \xrightarrow{n \to \infty} 0$.
In other words: for every $\varepsilon > 0$ you need to find an $N$ such that for $n > N$ you have $\| f_n - f \|_\infty \leq \varepsilon$.
For this let $\varepsilon > 0$ and then fix an $N$ such that for $n,m \geq N$ you have $\| f_n - f_m \| < \frac{\varepsilon}{2}$. You can do this because $f_n$ is Cauchy by assumption. Then use the triangle inequality to get
$$ \| f_n - f \|_\infty \leq \| f_n - f_N \|_\infty + \| f - f_N \|_\infty$$
By how you picked $N$ you have $\| f_n - f_N \|_\infty < \frac{\varepsilon}{2}$.
You also know that for $m \geq N$ you have $\| f_m - f_N \|_\infty < \frac{\varepsilon}{2}$. From this you can conclude that $\lim_{m \to \infty} \| f_m - f_N \|_\infty \leq \frac{\varepsilon}{2}$.
But this means you have shown that $$ \| f_n - f \|_\infty \leq \frac{\varepsilon}{2} + \frac{\varepsilon}{2} =\varepsilon$$
for $n > N$, which means exactly that $\| f_n - f \|_\infty \xrightarrow{n \to \infty} 0$.
(iii) In order to conclude that $C(K)$ is complete, the last thing you need to prove is that $f$ is continuous and therefore actually in $C(K)$. So let $\varepsilon > 0$ and $k$ in $K$. Now you want to find $\delta > 0$ such that for $x$ with $d(k,x) < \delta$ you have $|f(k) - f(x)| < \varepsilon$.
Use the triangle inequality to get
$$ |f(k) - f(x)| \leq |f(k) - f_n(k)| + |f_n(k) - f_n(x)| + |f_n(x) - f(x)|$$
for some $n$. Now you pick $n$ such that $|f(k) - f_n(k)| < \frac{\varepsilon}{3}$ and $|f_n(x) - f(x)| < \frac{\varepsilon}{3}$. Then the $\delta$ you are looking for is now going to be the $\delta$ such that $|f_n(k) - f_n(x)| <\frac{\varepsilon}{3}$ which you know exists because $f_n$ are continuous. Hence
$$ |f(k) - f(x)| < \varepsilon$$ and therefore $f$ is continuous.
Note that this works for $K$ compact because then the continuous functions on $K$ are bounded and so $\|\cdot\|_\infty$ is actually a norm.
Using a very similar argument you can show that the space of bounded continuous functions on an arbitrary topological space $X$ is complete. I did this in another post here.
Hope this helps.