NumPy Tutorial · NumPy Random

Random Intro

Learn all about Random Intro in this comprehensive tutorial.

5 min read advanced
  • Random number does NOT mean a different number every time.
  • Computers work on programs, and programs are definitive set of instructions.
  • NumPy offers the random module to work with random numbers.
  • The random module's rand() method returns a random float between 0 and 1.
  • In NumPy we work with arrays, and you can use the two methods from the above examples to make random arrays.
  • The choice() method allows you to generate a random value based on an array of values.

What is a Random Number?

Random number does NOT mean a different number every time. Random means something that can not be predicted logically.

Pseudo Random and True Random.

Computers work on programs, and programs are definitive set of instructions. So it means there must be some algorithm to generate a random number as well.

If there is a program to generate random number it can be predicted, thus it is not truly random.

Random numbers generated through a generation algorithm are called pseudo random.

Can we make truly random numbers?

Yes. In order to generate a truly random number on our computers we need to get the random data from some outside source. This outside source is generally our keystrokes, mouse movements, data on network etc.

We do not need truly random numbers, unless it is related to security (e.g. encryption keys) or the basis of application is the randomness (e.g. Digital roulette wheels).

In this tutorial we will be using pseudo random numbers.

Generate Random Number

NumPy offers the random module to work with random numbers.

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Generate Random Float

The random module's rand() method returns a random float between 0 and 1.

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Generate Random Array

In NumPy we work with arrays, and you can use the two methods from the above examples to make random arrays.

The randint() method takes a size parameter where you can specify the shape of an array.

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The rand() method also allows you to specify the shape of the array.

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Generate Random Number From Array

The choice() method allows you to generate a random value based on an array of values.

The choice() method takes an array as a parameter and randomly returns one of the values.

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The choice() method also allows you to return an array of values.

Add a size parameter to specify the shape of the array.

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Module quiz

2 questions
1

Which of the following is true about Random Intro?

2

What is the most common pitfall when working with Random Intro?

Answer all questions to submit.