In this workshop, attendees will get an introduction to LightGBM, a popular lightweight gradient-boosted decision tree (GBDT) library. This introduction will cover GBDTs generally and LightGBM, specifically. It will also describe which parts of a GBDT can be parallelized and how GBDT training works with multiple machines.