Raw Code

War of Words

Multilingual Video Transcription System

A multilingual transcription and search system that turns raw video into diarized, translated, searchable transcripts.

What we built

  • AzureML transcription pipeline using WhisperX with PyAnnote diarization
  • MongoDB vector database for similarity search over audio embeddings
  • Automated English translation through the ChatGPT API

Delivered by Pavlo Holubchykov, Raw Code's Lead ML/AI Developer.

Outcome metrics for this project haven't been independently verified yet — figures will be added here once confirmed rather than estimated.

More work

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