chatgpt teaches numpy: python numpy tutorial
echohive
- 1 hours
- Beginner
- Free
- Online
In this video, you will learn all about the Numpy library, a powerful tool for working with numerical data in Python. We will start with the basics, such as creating and manipulating Numpy arrays, and then move on to more advanced topics such as performing mathematical operations, reshaping and transposing arrays, stacking and splitting arrays, and working with Numpy arrays and Python's built-in data structures. We will also cover advanced Numpy concepts and functions, such as broadcasting, masking, and linear algebra, and provide plenty of code examples to help you understand how these concepts work in practice
Timeline:
00:00 Introduction
00:30 What is Numpy? What is it used for?
04:15 Installation and importing Numpy into a Python script
05:15 Creating and manipulating Numpy arrays
09:50 Performing mathematical operations on Numpy arrays
19:35 Accessing and modifying elements in a Numpy array
27:20 Reshaping and transposing Numpy arrays
37:52 Stacking and splitting Numpy arrays
43:37 Indexing and slicing Numpy arrays
44:30 Numpy array statistics and aggregations
46:39 Working with Numpy arrays and Python's built-in data structures (e.g. lists, dictionaries)
50:00 Advanced Numpy concepts and functions (e.g. broadcasting, masking, linear algebra)