Enrico Zimuel
Tech Lead & Principal Software Engineer, Elastic
Enrico Zimuel is a Tech Lead & Software Engineer at Elastic (USA). He is an adjunct professor of computer science at University of Turin (Italy). He is an expert in web API and SDK design with many contributions to open source projects since 2009. TEDx and international speaker in 120+ conferences. He is a 100% remote worker since 2008. He holds a Master of Data Analytics and Machine Learning at University of Roma Tre.
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PLG Disrupt Summit 2023
Artificial Intelligence
Retrieval-Augmented Generation for Talking with your Private Data Using LLM
In this presentation, we will introduce the Retrieval-Augmented Generation (RAG) architecture. This technique uses natural language capabilities of Large Language Model (LLM) to query a private database. You can literally ask question about your data, without the need to fine-tune an LLM. In the lab session we will design a RAG system in Python using Langchain, an open source framework. We will store private documents in a vector database (i.e. Elasticsearch) and ask questions using natural language thanks to the usage of an LLM (e.g. ChatGPT).
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