Maybe it will be even clearer to you if one explained it in a more fundamental way, but for this, we need a little bit of senior grade mathematics. I am assuming you have heard of derivatives; if my assumption is false, I am sorry for that, but in this case this answer might not be helpful to you.
Let's get clear about something important (but rather philosophical) first. This speed and acceleration stuff isn't real. It is some sort of thought experiment that is quite useful in that it helps describing our world.
Let's take some object - without restriction and for the sake of simplicity, let's assume it's an apple - and push it around (in your head). What is happening? The position of the object changes over time, so here we've got a connection of two fundamental physical units, distance and time. You can speak of distance as a function over time (that means, you can plot it with the x axis being the time axis and the distance at a given time are the y values).
Now, let's have a look at the speed (and now, again for sake of simplicity, assume the object is travelling in a straigt line, otherwise you'll get some more general vector spaces that might be nasty to imagine). How do you calculate average speed? So, if the apple would have been travelling at the same speed all the time, how big would this speed need to be?
Basically, the formula is $v_{average} = \frac{\text{distance}}{\text{time}}$ (quite intuitive, I think). But again, this is already of theoretical nature. It is not some sort of "inherent property", but physicists have "invented" it to describe processes.
If you don't want to calculate the average speed for the whole distance, but only for a certain period of time, the formula is still $v_{average} = \frac{\text{distance}}{\text{time}}$, but of course, you have to change the values for time and distance accordingly.
Here's a picture:
$\Delta$ is the Greek letter Delta and means "difference" - difference between start and end distance and start and end time. The straight line in the picture is called a secant and its slope is equal to the average distance. (Just believe me on this one - I don't know how to make it appear more plausible at the moment.)
Now you can ask the question of speed at a certain moment and you have to realize that the equation above won't work any more.Looking at only one point, the difference between start and end time and start and end position is zero. Now, you are not allowed to divide by zero, and that's a problem.
Imagine this geometrically: you are moving one of the two points along the curve until the two points are identical. The secant from above has always been dependent on two points. Nor, there's only one, so theoretically, there's an infinite amount of lines that go through this one point. However, only one line (well, supposing all this is differentiable - ignore that) does actually give us what we want. It should be the tangent to the curve. Now, that's what we call speed. All the slopes of the tangents in a point of the curve form a new graph which gives you speed over time, which is the derivative of position with respect to time.
Completely analoguously, if something is travelling, you might want to know how the speed changed. For example, imagine an inclined plane with our apple on it. Depending on the material of the plane and the slope of it, the apple might become faster (friction not so big), remain constant (friction equal to gravitation that pushes the apple "downwards") or may become slower (lots of friction).
This is described with acceleration. If the speed is constant, acceleration is zero, because nothing happens. If the object becomes faster, the acceleration is positive, because acceleration is the rate of change of speed. Similarly, if the apple becomes slower, there is negative acceleration. Now, to measure the average acceleration, we do the same thing as above: $\text{time} * \text{acceleration} = \text{velocity} \implies \text{acceleration} = \frac{\text{velocity}}{\text{time}}$. Now just look at the units: On the right side, you already have meters per second for speed, and now you are looking at the change of this speed over time. this gives you (meters per second) per second.
By the way, you can apply exactly the same ideas I mentioned before (secant, tangent, derivative) to the velocity graph and you will see that acceleration is the derivative of speed.
By the way, I would really encourage you to keep reading and thinking about physics, mathematics and the other sciences. It is always good to work interdisciplinary and I think it is crucial for a philosopher to know what those science people seem to "know" about everything out there. I have seen too many philosophers building theories that just - well - didn't match reality.
I think, this youtube series on the topic is quite well done and you might enjoy watching it.