Imagine if your AI assistant could understand you as well as your best friend—how close are we to that reality? Personalization of Large Language Models (LLMs) is an emerging field that aims to tailor these powerful AI systems to individual users, contexts, or tasks, significantly enhancing their relevance, accuracy, and overall performance.