Consider the Weierstrass function: $$\sum_{n=0}^{\infty}a^n\cos{b^n\pi x}$$ It is well-known as an example of a function that is everywhere continuous and nowhere differentiable. When reading about fractals for the first time, I quickly recalled the Weierstrass function, which indeed made understanding fractals more simple.
Recall that the Mandelbrot set is the set of values in the complex plane where $z_{n+1} = z_n^2 + c$ where $z_0 = 0$ and $c$ is a number so that the sequence remains bounded.
The Mandelbrot set is just one of many examples where self-similarity is a prominent feature. I chose it because its the only one I can define. Is there a purely mathematical connection/similarity between the Weierstrass function and the Mandelbrot set that is not a trivial consequence of self-similarity? (Note that I, as a first-year undergraduate, am very slack with the word "trivial." I would deem almost any example other than "they are similar in the sense that they both display self-similarity" non-trivial.) Can such connections be found between the Weierstrass function and (every other) fractal? Lastly, is there a connection between (the lack of) differentiability/slopes and self-similarity of functions in $\mathbb{R}^n$? In particular, are there examples of everywhere continuous, nowhere differentiable functions in all dimensions trivially similar to the Weierstrass function?