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This course demonstrates how to build a better YouTube search experience by downloading video audio, transcribing it with OpenAI Whisper, creating sentence embeddings, and querying transcript segments with vector search. It also covers packaging the result as an app.
Syllabus
OpenAI's Whisper
Idea Behind Better Search
Downloading Audio for Whisper
Download YouTube Videos with Python
Speech-to-Text with OpenAI Whisper
Hugging Face Datasets and Preprocessing
Using a Sentence Transformer
Initializing a Vector Database
Build Embeddings and Vector Index
Asking Questions
Hugging Face Ask YouTube App
Taught by
James Briggs