When it comes to inserting a picture, r2evans's suggestion of 
can be problematic if PDF output is required.
The knitr function include_graphics
knitr::include_graphics('/path/to/image.png')
is a more portable alternative
that will generate, on your behalf, the markdown that is most appropriate to the output format that you are generating.