Moduli space vs. moduli stack of vector bundles

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I would like to understand in an intuitive level first and then a technical level also (keeping in mind I am a physicist) the difference between the moduli space of vector bundles and the moduli stack of vector bundles over an algebraic variety or scheme over a complete field, in specific $\mathbb{C}$ is sufficient for me.

We can assume that the rank of the vector bundle is fixed. There is some jargon that I cannot figure out: moduli space vs. coarse moduli space, moduli space vs. moduli stack, moduli functor and moduli space etc.

I also want to note that I understand to some extent the definition of an algebraic stack as a 2-category but I do not see how this can be a possibly singular variety whose points parametrize isomorphism classes of vector bundles.

I also am a bit confused on the same question with the replacement of vector bundles to sheaves. But I do have some idea about the differences between the moduli space of the first and the moduli space of coherent torsion free sheaves.

To summarize:

  1. Can you please explain in both intuitive and (Semi)-technical level the difference between the words space and stack?
  2. Can you clarify when we need one and when the other?
  3. Can you explain the jargon?
  4. What happens if we switch to vector bundles to sheaves?

P.S. There are some nice books like the one of Huybrechts but it is quite above my level for now.