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Chrome Extension which makes a request to a Backend REST API to perform NLP and respond with a summarized version of a YouTube transcript.

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YouTube-Transcript-Summarizer

Youtube Transcript Summarizer is a Chrome Extension that allows users to get a summarized version of the transcripts of YouTube videos with a single click. It utilizes Natural Language Processing (NLP) algorithms such as Latent Semantic Analysis (LSA) and state-of-the-art Huggingface Transformer models to efficiently summarize the transcripts of YouTube videos with a single click. It is built on a Flask Backend REST API to expose the summarization service to the client.

Project Stages

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Features

  • Summarizes YouTube video transcripts employing advanced NLP techniques.
  • Utilizes Latent Semantic Analysis (LSA) for extractive summarization of very long transcripts.
  • Leverages Transformer models for abstractive summarization of shorter transcripts.
  • Allows the user to adjust the maximum length of the summarized text through dynamic truncation.
  • Adopts a language-agnostic approach and supports transcript summarization even for videos without subtitles.
  • Employs an asynchronous XMLHttpRequest to ensure non-blocking communication with the Flask Backend.

Output Screenshot

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Installation

  • Clone this repository to your local machine:
  • git clone https://github.com/yourusername/YouTube-Transcript-Summarizer.git
    cd YouTube-Transcript-Summarizer
    
  • Next, install the dependencies:
  • pip install -r Requirements.txt
    
  • To execute the Application locally:
    • Start the Flask backend on the terminal using the following command:

      python TranscriptApp.py
      

      This will start a local server at http://127.0.0.1:5000/. You may see a couple of warnings but it's all good and you may ignore it!

    • Load the extension into Google Chrome:

      • Open Google Chrome and go to chrome://extensions/.
      • Enable the Developer mode toggle in the top right corner.
      • Click on Load unpacked and select the directory where you cloned this repository.
    • You should now see the extension loaded in the Chrome toolbar. Navigate to any YouTube video, click on the extension icon, and click "Summarize" to see the summary of the video transcript.

    • All Done..!!

Contribution

Contributions to this project are welcome! If you wish to contribute, please follow these steps:

  • Fork the repository.
  • Create a new branch for your features or fixes.
  • Make your changes and commit them.
  • Push your changes to your fork.
  • Create a Pull Request from your fork to this repository.
  • Make sure to update the Requirements.txt file if you've added any new dependencies.

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Chrome Extension which makes a request to a Backend REST API to perform NLP and respond with a summarized version of a YouTube transcript.

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