Short answer: Putonghua (普通话, "common speech") is the official standard spoken language of mainland China. In English it is usually called Mandarin. It is based on the Beijing pronunciation and northern dialects, and it is the variety taught in schools, used in broadcasting, and tested by the HSK.
If you are learning "Chinese", you are almost certainly learning Putonghua.