Session
WTF Are Embeddings
Embeddings are behind the magic of modern AI - powering search, recommendations, and those eerily accurate chatbots.
But what are they, really?
In this talk, Liza - a regular software engineer, not a data science PhD - breaks it down in plain English using real examples, bad charts, and trusty sciency Python tools.
You'll learn how words, products, or even bananas🍌become vectors in high-dimensional space - and why that matters when building systems like RAG pipelines or semantic search.
Whether you're trying to make your chatbot less clueless or your search results less embarrassing, this crash course will give you the mental model you didn’t know you needed.
Delivered at PyCon IL 2025 and OpenSearch community meetup.
For software engineers getting into AI.
Liza Katz
Ex-Elastic | Gen AI & Search Consultant | RAG, Agents, LLMs, Open Source
Tel Aviv, Israel
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