Check out my course on UDEMY: learn the skills you need for coding in STEM:
https://www.udemy.com/course/python-stem-essentials/
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