The lecture is about NumPy (short for Numerical Python) package basic functionality. It has very powerful set of functions to manipulate with the data. Besides, compared to traditional Python structures Numpy is very fast which makes it great tool for using with large sets of data.
Please check my other lectures from Python for Non-Programmers series.