This article explores the author’s journey into machine learning, specifically focusing on Large Language Models (LLMs). The author discusses their experience with a course on LLMs and their project on constructing a Song Recommendation System using LLM capabilities. The article also introduces the concept of vector embeddings and their role in the recommendation process.