Geometric interpretation of addition:
Represent the complex number as a point on the plane in cartesian coordinates (the normal (x,y) coordinate system). For example, z = a + bi can be represented by (a,b). Now consider two complex numbers z1 = a + bi = (a,b) and z2 = c + di = (c,d). As you would expect, z1 + z2 = (a+c) + (b+d)i = (a+c,b+d). In other words, complex numbers add just like two vectors would.
Geometric interpretation of multiplication:
In addition to representing complex numbers in cartesian coordinates, we can represent them in polar coordinates, (r,θ), where r is the distance of the point from the origin and θ is the angle made by the vector and the positive x-axis. One can convert to polar coordinates from cartesian coordinates by the formula r = (x2+y2)(1/2) and tanθ = y/x. The opposite conversion is given by x = r cosθ, y = r sinθ.
When multiplying two complex numbers z1 = (r1, θ1) and z2 = (r2, θ2), you multiply the radial components and add the angular components: z1z2 = (r1r2,θ1+θ2).
This fact comes from the fact that complex numbers can be written as z = reiθ.
Also, as enahs said, conjugation is just reflection of the point across the real axis (i.e. the x-axis).