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Metis Project 5: Improving Youtube's Ad-Revenue Program for Sex Educators

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Improving Youtube's Ad-Revenue Algorithm for Sex Educators

For this project, I tried to improve Youtube's ad-revenue algorithm so that it did not disproportionately affect sex education content creators on the platform. This was accomplished by utilizing an audio and text based approach to build a classification algorithm that could distinguish between educational and explicit content. The model itself was then deployed onto a Flask app that had an interface through a local Google Chrome extension.

Repository Structure

  • Flask: Flask app that I built utilizing my model
  • Notebooks: Data Scraping, EDA, and Modeling done on respective Jupyter notebooks
  • chrome: Google Chrome extension that was built to communicate with the Flask app
  • kojak_MVP.md: Document describing my minimum viable product for this project.

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Metis Project 5: Improving Youtube's Ad-Revenue Program for Sex Educators

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  • Jupyter Notebook 87.7%
  • JavaScript 10.9%
  • Python 1.3%
  • Other 0.1%