Hello, and welcome to the another episode of the Software Carpentry lecture on matrix programming. We have already seen how NumPy can simplify numerical programming by providing a data parallel approach. In the next few minutes, we’ll show you a working example that incorporates NumPy into a paper recommendation system. Every year, scientists produce several hundred thousand papers. An important q