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NumPy Basics

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First of all, we will discuss the applications of NumPy and why it is popular. Afterwards you will learn various possible options to create different arrays in NumPy.

Introduction to NumPy

Basic Array Creation

Creation Functions for 1D Arrays

Creation Functions for 2D Arrays

General Array Creation Functions

Random Arrays

Indexing and Slicing

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It's now time to learn how to use index notation to retrieve specific elements or subsets of data from arrays. You will also learn how to use indices to retrieve data based on certain conditions and handle missing values.

Basic Indexing

Multidimensional Indexing

Slicing

Integer Array Indexing

Boolean Indexing

Assigning Values to Indexed Elements/Subarrays

Commonly used NumPy Functions

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There are quite few of common operations on arrays which you may want to perform. Luckily, NumPy has built-in functions and methods for this purpose which you will learn here.

Sorting Arrays

Copying Arrays

Reshaping Arrays

Flattening Arrays

Concatenation

Mapping a Function Over an Array

Math with NumPy

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It's time to discover how to efficiently use mathematical operations on NumPy arrays and apply them in some real-world problems.

Broadcasting

Basic Mathematical Operations

Statistical Operations

Handling Missing Values

Basic Linear Algebra with NumPy