RAG in Action: Next-Level Retrieval Augmented Generation

Build an advanced retrieval system with open-source - Leonard Püttmann

In this hands-on workshop, we'll show you the components we use to build our next-level RAG applications.

We'll cover the following steps:

Theoretical concepts
Fundamentals for data retrieval
Why LLMs are so bad at certain tasks (and how to fix this)
Hands-on: Leverage open-source tools for data-centric RAG
Inspecting and understanding your data
Choosing the right embedding model
PII detection and NER tasks
Chunking techniques
Advanced RAG
White-box RAG vs black-box RAG
Enriching and understanding user questions
Scope management
Beyond the chatbot - what other useful applications are there?

By the end of this workshop, you'll be able to build advanced RAG systems and have a clear understanding of all the applicable use cases for this amazing technology. About the speaker: Leonard Püttmann is a Data Scientist at Kern AI, where they build an amazing platform to accelerate your LLM adoption. He is interested in all things Machine Learning, especially when it comes to Natural Language Processing. He's also a passionate tea drinker and always happy to talk about tech over a hot cup of tea! DataTalks.Club is the place to talk about data. Join our slack community! This event is sponsored by Kern AI. Thanks for supporting our community!