The drive to perfect software development with LLMs hinges on the ability to fine-tune them adeptly for code generation. This presentation dives into the core methodologies of fine-tuning, spotlighting the latest techniques and model architectures. Attendees will gain a clear grasp of the current best practices, tools, and challenges in deploying LLM-driven code gen models.