In Knuth's book "The art of computer programming" Vol 1, p.52, there is a picture with the caption "Geometric interpretation of $\binom{n+2}{3}$, $n=4$" (see attached photo).
I cannot figure out what it is. I did notice that there are $\binom{4+2}{3}=20$ dots and each dot is at the intersection of exactly 3 straight lines (and I don't know why some are dotted). Any suggestions?

The $n$th triangle number is the sum of the first $n$ positive integers. Therefore the $n$th triangle number is $$ \sum_{k=1}^n k = \frac{n(n+1)}{2} = \binom{n+1}{2}. $$ See this Wikipedia page for more information on triangle numbers.
The $n$th tetrahedral number is the sum of the first $n$ triangular numbers. The picture in Knuth's book is of the $4$th tetrahedral number: notice how each layer represents a triangle number. The $n$th tetrahedral number is $$ \sum_{k=1}^n \binom{k+1}{2} = \binom{n+2}{3}. $$ See this Wikipedia page for more information on tetrahedral numbers.