Isan Rivkin
Isan Rivkin is R&D Team Leader in Treeverse, the company behind lakeFS, an open source platform that delivers resilience and manageability to object-storage based data lakes. Isan engineered and maintained petabyte-scale data infrastructure at analytics giant SmilarWeb.
Sessions
11-04
14:30
30min
Building a Reproducible RAG Pipeline for a Q&A ChatBot with LangChain and Ollama
Isan Rivkin
In this talk we’ll dive into how the LLM model fine tuning vs RAG approaches differ, what you need to know when employing each of these methods, and why reproducibility is important for both fine tuning and using RAG. This will be demoed through a real code example of the popular Python LangChain tool, Hugging Face Embeddings, Ollama’s LLM, and the critical pieces that impact reproducibility––code and environment as well as data and model.
en
Red Track