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Search inside Bangla videos (subtitle embeddings)

Embed subtitles of educational videos or dramas and search by meaning, with links to the exact second.

Search inside Bangla educational videos or dramas by meaning, not just by exact words. This notebook fetches subtitles, embeds them, and returns links to the exact second.

What you do

  • Download subtitles only for videos that carry a Creative Commons licence (the default), or use subtitle files you have.
  • Embed each subtitle window with multilingual-e5 and build a search index.
  • Search in Bangla or English and open the video at the right second.

Good to know

  • The notebook stores subtitles and links, never the videos. Respect each creator's licence and the platform's terms.
  • About 10 minutes on a 24 GB AI Computer.