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The Computer Vision Workshop

You're reading from  The Computer Vision Workshop

Product type Book
Published in Jul 2020
Publisher Packt
ISBN-13 9781800201774
Pages 568 pages
Edition 1st Edition
Languages
Authors (3):
Hafsa Asad Hafsa Asad
Profile icon Hafsa Asad
Vishwesh Ravi Shrimali Vishwesh Ravi Shrimali
Profile icon Vishwesh Ravi Shrimali
Nikhil Singh Nikhil Singh
Profile icon Nikhil Singh
View More author details
Toc

NumPy Arrays

Let's learn how to create a NumPy array in Python.

First, we need to import the NumPy module using the import numpy as np command. Here, np is used as an alias. This means that instead of writing numpy.function_name, we can use np.function_name.

We will have a look at four ways of creating a NumPy array:

  • Array filled with zeros – the np.zeros command
  • Array filled with ones – the np.ones command
  • Array filled with random numbers – the np.random.rand command
  • Array filled with values specified – the np.array command

Let's start with the np.zeros and np.ones commands. There are two important arguments for these functions:

  • The shape of the array. For a 2D array, this is (number of rows, number of columns).
  • The data type of the elements. By default, NumPy uses floating-point numbers for its data types. For images, we will use unsigned 8-bit integers – np.uint8. The reason behind this is...
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