In this session we shall discuss what are the different strategies which are currently being developed in fine tuning LLMs (and reduce hallucinations) and deploying them using LLMOps which is still an active area of research. We shall discuss what complexities arises with fine tunning multi modal agents, advance techniques of fine tuning such as architecture modifications, transfer learning strategies and what are different ethical considerations which arises while fine tuning LLMs.