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SUMMARY:Whispered Secrets: Building An Open-Source Tool To Live Transcribe
  & Summarize Conversations - John Sandall
DTSTART;TZID=Europe/Berlin:20240422T143500
DTEND;TZID=Europe/Berlin:20240422T150500
DTSTAMP:20261012T145504Z
UID:pretalx-pyconde-pydata-2024-7898PU@pretalx.com
DESCRIPTION:Are you secretly a spy and/or passionate about open-source? Ma
 ybe you don't trust a cloud-hosted service with your highly classified inf
 ormation\, or perhaps you like to build things for yourself. In this light
 -hearted talk\, you will learn how to make a real-time on-device GenAI-pow
 ered application that can live transcribe and summarize conversations with
 out internet access\, using open-source components.\n\nOur journey begins 
 with an introduction to open-source LLMs and the latest trends in running 
 GenAI tools on your own hardware. We will build up our application step-by
 -step\, first creating a live streaming voice-to-text transcription pipeli
 ne\, then an LLM-based conversation summarization layer\, presented within
  a Streamlit frontend\, with conversation summaries sent to a lightweight 
 Django API backend for storage.\n\nThis talk is tailored for Python enthus
 iasts and requires no ML expertise. By seeing a practical demo come togeth
 er piece by piece\, attendees will gain a deeper understanding of how to b
 uild their own complex Generative AI applications and be pushed to imagine
  what they could make for themselves using on-device computation in real-w
 orld scenarios.
LOCATION:B05-B06
URL:https://pretalx.com/pyconde-pydata-2024/talk/7898PU/
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