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How does artificial intelligence work in
paraphrasing using python?

Spread the Knowledge

The term artificial intelligence is heard a lot these days. We are familiar with the use of artificial intelligence (AI) in diverse fields with a variety application. For instance, artificial intelligence has a lot of applications in the field of E-commerce, navigation, robotics, human resources, health, and gaming. In this article.

We will be discussing the role of artificial intelligence or AI in the field of content writing. We will look at the importance of AI using Python programming language in paraphrasing.

What is artificial intelligence or AI?

The capability of a computer to perform tasks that are usually associated with humans is referred to as artificial intelligence. It refers to the development of systems having intellectual processes comparable to that of humans.

Such intellectual processes include the ability to reason, understand and comprehend meaning, and learn from previous experiences. All of these tasks are associated with human beings.

What is Python?

Python is an object-oriented and popular language of programming. It is a lot easier to comprehend for humans than any other programming language. Certainly, its ease to understand is comparable to the English language. It was first introduced in 1992. The person who created this programming language is Guido van Rossum. He belongs to Netherlands.

Python is considered a beginner-friendly programming language. Because even a person new to programming can learn it. Before, the introductory programming language was Java. But now python has taken over this role. It enables the new students of programming to paying attention to grasping the programming concepts. consequently, it allows the beginners to save their time and energy on minute details.

Where is python used?

There are several organizations that use Python. Some of the well-known and popular companies include Mozilla Firefox, Google, Microsoft, and Netflix. Other companies such as Uber, CapitalOne, and Bloomberg also use Python. Furthermore, python programming language is used to write a lot of information technology (IT) infrastructure technologies

Why choose Python for AI?

There are many reasons to choose Python for artificial intelligence or AI.  The most prominent reasons listed are here:

  • Python is an easy programming language since it uses a simple syntax. Therefore, it can be used for simple computation such as adding two strings to a complex process of building machine learning (ML) models.
  • Python has hundreds of Prebuilt libraries. For instance, it has Numpy for scientific computation and Pybrain for machine learning. This fact makes it one of the best programming languages for artificial intelligence.
  • There is a support community of python. Developers around the world provide assistance and support. They make the job of programmers easy through tutorials and forums. On the other hand, there is no such strong community present for other popular programming languages.
  • It is platform-independent. As a result, Python can run on several platforms, for instance, Windows, Linux, and MacOS, etc. When transferring code from one platform to another, packages such as Pylnstaller can be used. These packages will overcome any issues related to dependency.

What is paraphrasing?

It is the process in which someone else’s ideas are described in your own words. For Example: When a paraphrasing tool paraphrase a text, its meaning must not be changed while the words are rephrased.

Paraphrasing is the process of coming up with another person’s ideas but using your own words to express it. To rephrase a content, it is necessary to modify it without altering its sense and meaning. It is a great way to create new content from existing ideas and information. That existing idea or information may be your own or someone else’s.

Artificial intelligence in python for paraphrasing

Nowadays, artificial intelligence has progressed to a high point in its ability to process language. Now, it can paraphrase accurate sentences. This functionality is innovative and groundbreaking for all the projects that include writing. In particular, it is most useful for content creators whose job is to create new content from the old ideas.

It is possible to paraphrase text in python. For this purpose, the Parrot library is used. This facility is accessible free of charge for everyone to use. The paraphrasing technology of the Parrot library is created on the T5 algorithm. T5 stands for “text to text transfer transformer”. This T5 algorithm was initially developed by Google. When explained at a complex level, text generation is an area of NLP or natural language processing. This NLP text generation is called artificial intelligence to the general public.

How to paraphrase in python using the Parrot library?

There are a few simple steps.  Follow these steps to paraphrase in Python using the T5 library. These steps are as given below.

Launch a Google Colab notebook

Log in to a Gmail account and go to Google Colab. Now launch the tutorial notebook. For this, go to file, open notebook, and click upload. Now type dataprofessor/parrot in the search bar and click on the file named parrot.ipynb

Install the Parrot library

It can be installed by typing the following in the code cell. It will take a few moments.

pip install git+https://github.com/PrithivirajDamodaran/Parrot.git

Import the libraries

Import three python libraries namely parrot, torch, and warnings. Click the play button to run code cell.

Set reproducibility of the paraphrasing

The user can set any random seed number for the reproducibility of the text paraphrasing. It will produce similar results for the given seed number

Load the text paraphrasing model

Now the time to load and start the parrot model has come.

Provide input text

Enter the text you want to paraphrase.

Generation of paraphrased text

Now the paraphrased text generated by the parrot T5 model will appear.

Final verdict

Artificial intelligence or Al has now widespread applications in several diverse areas of our everyday life. It is making our lives easier. AI in python is working to make the tasks of content creators less laborious. The parrot T5 algorithm of python works in paraphrasing a given text. It does not cause any alteration in the actual meaning of the text but describe it in different words.

Rajesh Kumar
Latest posts by Rajesh Kumar (see all)
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