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Learn NumPy in 30 Minutes

Python Engineer via YouTube

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Overview

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This tutorial introduces NumPy for Python data science and machine learning, focusing on multidimensional arrays and essential operations. It covers indexing, reshaping, broadcasting, random-number generation, basic linear algebra, and loading CSV files.

Syllabus

- Introduction
- Installation and Basics
- Array vs List
- Dot Product
- Speed Test array vs list
- Multidimensional nd arrays
- Indexing/Slicing/Boolean Indexing
- Reshaping
- Concatenation
- Broadcasting
- Functions and Axis
- Datatypes
- Copying
- Generating arrays
- Random numbers
- Linear Algebra Eigenvalues / Solving Linear Systems
- Loading CSV files

Taught by

Python Engineer

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