Dive into the dynamic world of open-source solutions for Natural Language to Cypher conversion in this session. We'll kick off with a concise overview of Google's Gemma model, followed by an introduction to Neo4j graph databases. The journey continues with an exploration of fine-tuning Google's Gemma language model using two exceptional open-source libraries: TRLX and PEFT. Geared towards developers and data scientists eager to leverage open-source tools for creating Natural Language to Cypher applications, this session also demonstrates the conversion of such applications into web-based interfaces using Gradio, an open-source Python library. Join me to witness how you can engage in conversational interactions with your graph databases through a chatbot interface, all powered by an inclusive open-source stack.