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Complete Python NumPy Tutorial - Creating Arrays, Indexing, Math, Statistics, Reshaping
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- 1 - Introduction
- 2 - What is NumPy
- 3 - NumPy vs Lists speed, functionality
- 4 - Applications of NumPy
- 5 - The Basics creating arrays, shape, size, data type
- 6 - Accessing/Changing Specific Elements, Rows, Columns, etc slicing
- 7 - Initializing Different Arrays 1s, 0s, full, random, etc...
- 8 - Problem #1 How do you initialize this array?
- 9 - Be careful when copying variables!
- 10 - Basic Mathematics arithmetic, trigonometry, etc.
- 11 - Linear Algebra
- 12 - Statistics
- 13 - Reorganizing Arrays reshape, vstack, hstack
- 14 - Load data in from a file
- 15 - Advanced Indexing and Boolean Masking
- 16 - Problem #2 How do you index these values?
