To build html docs:

From the docs directory:

make clean && sphinx-build -b html source build

OR simply run: 

make html

Sphinx uses Latex to export the documentation as a PDF file. To build pdf run:

make latexpdf

It will generate a PDF file in ./build/latex/<sphinx-project-name>.pdf