Description

This from-scratch tutorial on NumPy is designed specifically for those in physics, mathematics, and engineering. In the future, I will be making tutorial videos on all the essential python packages, so subscribe for more! All code can be found here: https://github.com/lukepolson/youtube_channel/blob/main/Python%20Tutorial%20Series/numpy_essentials.ipynb 0:00 Introduction 3:43 Array Operations 8:28 Indexing and Slicing (1 Dimension) 15:18 Calculus and Statistics 21:28 Examples 47:18 Multi-Dimensional Arrays 52:22 Functions on Multi-Dimensional Arrays 56:26 Linear Algebra: Matrix Operations 58:33 Linear Algebra: Systems of Equations 59:53 Linear Algebra: Eigenvalue Problems 1:02:02 Examples 1:28:42 Basic Datasets