NumPy: Data analysis with Python - Part 4
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🎬 Playlist Python for Data Analysis: • Best way to Learn Data Analysis with ...
⏱ Timestamps
0:00 - Introduction
0:12 - NumPy Overview
2:07 - Performance Difference: NumPy vs Python
3:56 - The NumPy Array: Multidimensional Array Object
6:13 - Creating ndarrays
10:19 - Data Types for ndarrays
13:38 - Arithmetic with NumPy Arrays
16:29 - Basic Indexing and Slicing
23:16 - Boolean Indexing
26:41 - Fancy Indexing
28:58 - Transposing Arrays and Swapping Axes
30:32 - Pseudorandom Number Generation
33:38 - Universal Functions: Fast Element-Wise Array Functions
35:31 - Array-Oriented Programming with Arrays
36:59 - File Input and Output with Arrays
38:33 - Linear Algebra
39:51 - Example: Random Walks
41:35 - Summary