From the answer for this question, I understand that affine subspace is the same as affine subset, however (despite the somewhat misleading question's title), it doesn't say that affine space is the same as quotient space.
Also, I found the following definition of affine space on Wikipedia:
An affine space is a set A together with a vector space $\overrightarrow{A}$ and a transitive and free action of the additive group of $\overrightarrow{A}$ on the set $A$.
Which uses some terminologies, probably in Group theory, that I'm not familiar with. Some other "intuitive" explanations suggest to me that affine space is actually the same as quotient space.
Is that true that affine space is a synonym of quotient space?
The vocabulary "transitive and free action" refers to group action on a set.
You know vectors and points and relation between three points $A,B, C$:$$\vec{AB}+\vec{BC}=\vec{AC}$$ Describing an affine space as in wikipedia definition you refer in OP is an equivalent way of describing a point space where two points $A$ and $B$ define a vector $\vec{AB}$.
Let $M$ a point and $u$ a vector. $$M+u \text{ refers to the point }M' \text{ s.t. }u=\vec{MM'}$$ In accordance with my comment, i.e. the translation of $M$ by the translation $t_u$ of vector $u$.
This equivalent definition in terms of the action of the additive group of vectors and this notation "$M+u$" is very convenient to define an affine subspace of $(A,\vec A,+)$ as $$M+V$$where $M\in A$ and $V$ is a linear subspace of $\vec A$.
$$\text{V is called the direction of M+V}$$
Now, if you consider the equivalence relation $\mathcal R$ on $A$ defined by$$M\mathcal R N\iff N\in M+V$$the equivalence classes are precisely the affine subspace of direction $V$.