Julia is a new language for technical computing that combines interactive scripting convenience with high performance. Version 0.3 was released Aug. 20, 2014, and introduces experimental support for vectorizing loops, which can significantly improve performance of some kernels. This article explains how to use the vectorization feature effectively. This article is based on material that I first presented at JuliaCon 2014