(ML) YouTube Caption Summarization Program

Date: 2023-03-15
Stacks:JavascriptPythonTeam

GitHub Link

📢 Demo Video

📖 Presentation Material

https://www.miricanvas.com/v/124idbc

⭐️ Project Overview

  • A service that takes a YouTube video link, extracts the connected captions, summarizes them, and answers questions based on the summarized content.
  • Utilized Summarization Model and Answering Model and fine-tuned the results to display input-output forms in the Front and Back end.
  • Ranked in the top 30 on the KorQuAD 1.0 leaderboard.
  • Awarded 3rd place at the department's presentation on Department Day in 2023.
  • 👬 Team Composition

    ML Team (4 members) - Front (1), Back (1)

    🔨 Role and Function

  • Model selection and study of related papers
  • UI design for the models
  • 💡 Reflections

  • By developing a service that may be useful on the widely-used video platform YouTube and fine-tuning existing models, I gained confidence that with proper fine-tuning of models, I can develop AI-powered innovative features for existing services or domains that already utilize AI.
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