Code borrowed from here
Theorem 7.18 from Baby Rudin:
There exists a real continuous function on the real line which is nowhere differentiable.
proof
Define $$\tag{34} \varphi(x) = \lvert x \rvert \qquad \qquad (-1 \leq x \leq 1) $$ and extend the definition of $\varphi(x)$ to all real $x$ by requiring that $$ \tag{35} \varphi(x+2) = \varphi(x). $$ Then, for all $s$ and $t$, $$\tag{36} \lvert \varphi(s) - \varphi(t) \rvert \leq \lvert s-t \rvert. $$ In particular, $\varphi$ is continuous on $\mathbb{R}^1$. Define $$ \tag{37} f(x) = \sum_{n=0}^\infty \left( \frac{3}{4} \right)^n \varphi \left( 4^n x \right). $$ Since $0 \leq \varphi \leq 1$, Theorem 7.10 shows that the series (37) converges uniformly on $\mathbb{R}^1$. By Theorem 7.12, $f$ is continuous on $\mathbb{R}^1$. Now fix a real number $x$ and a positive integer $m$. Put $$ \tag{38} \delta_m = \pm \frac{1}{2} \cdot 4^{-m} $$ where the sign is so chosen that no integer lies between $4^m x$ and $4^m \left( x + \delta_m \right)$. This can be done, since $4^m \left\lvert \delta_m \right\rvert = \frac{1}{2}$. Define $$ \tag{39} \gamma_n = \frac{ \varphi \left( 4^n \left( x + \delta_m \right) \right) - \varphi \left( 4^n x \right) }{ \delta_m }. $$ When $n > m$, then $4^n \delta_m$ is an even integer, so that $\gamma_n = 0$. When $0 \leq n \leq m$, (36) implies that $\left\lvert \gamma_n \right\rvert \leq 4^n$. Since $\left\lvert \gamma_m \right\rvert = 4^m$, we conclude that $$ \begin{align} \left\lvert \frac{ f \left( x + \delta_m \right) - f(x) }{ \delta_m } \right\rvert &= \left\lvert \sum_{n=0}^m \left( \frac{3}{4} \right)^n \gamma_n \right\rvert \\ &\geq 3^m - \sum_{n=0}^{m-1} 3^n \\ &= \frac{1}{2} \left( 3^m + 1 \right). \end{align} $$ As $m \to \infty$, $\gamma_m \to 0$. It follows that $f$ is not differentiable at $x$.
I want to see the graph of $f(x)$ I don't have the tools that graph such functions
This is the function after summing the first 25 terms in the series.
And this is the function as we sum from 1 to 15 terms.
Here is the code to generate it: