How can one interpret this?
i know there is ALWAYS (?) a stationary point of inflection for f(x) when f''(x) = 0, but what does the + 0 - values mean? (i know + means local min etc) but in this context how does this verify a point of inflection ?
e.g.
For example, if f (x) = x4:
f′(x) = 4x3
= 0 when x = 0. Hence a stationary point occurs at x = 0.
For f′′(x) = 12x2 = 0, a solution occurs when x = 0.
Thus, it appears, there is a stationary point of inflection at x = 0.
But the sign diagram of the second derivative (see figure at right) shows
that f ′′(x) does not change sign at x = 0.
Therefore, there is not a stationary point of inflection at x = 0. --- but when i graph it, we do see a stationary point of inflection at x = 0
I'm... Honestly confused by all of this. y=x^4 has no points of inflection, stationary or otherwise. Also, when f''(x)=0, there isn't ALWAYS a stationary point of inflection. In most cases, this refers to a point of inflection, yes, but it's not ALWAYS stationary.
Additionally. I am aware that f''(x) > 0 = local min..... < 0 local max..... = 0 what is this (poi or s poi) ?
As well going about finding the minimum gradient of the curve with equation 
First answered above, for the second:
Classic max/min problem. So, you want to find the minimum of the gradient, let's use our trusty 3-part method for max/min problems:
1. Derive the equation for what you want to maximise/minimise.
So, we want the minimum of the gradient, which means we need the equation for the gradient - which is dy/dx:

2. Differentiate this equation and find its zeroes.
So, we differentiate again:

And find its zeroes:

3. Substitute this into the equation from step 1, and compare to the end-points.
When x=2, dy/dx=3(2)^2-12(2)-8=12-24-8=-20
The end-points both go off to +infinity, so we can see that the minimum gradient is -20.
I'm having some trouble wrapping my head around linear dependence. Can someone explain how any 3 non-parallel vectors in a plane are linearly dependent while 3 non-parallel vectors in 3D are not?
Well, why are they linearly dependent in the plane? What's different about 2D and 3D that might mean the third vector is no longer dependent on the other two?