In this presentation, we explore the art and science of producing high-quality, publication-ready figures using Python. Attendees will learn how to harness the power of popular visualization libraries such as Matplotlib, Seaborn, and Plotly to create diverse and aesthetically pleasing figures. We will delve into essential design principles that ensure clarity and effectiveness in visual communication, discuss practical coding examples, and address common challenges faced during the figure creation process. Whether you're aiming to enhance your academic publications or professional reports, this session will equip you with the tools and insights needed to transform raw data into compelling visual narratives.