The 2025 Middle East and North Africa Machine Learning (MenaML) Winter School is a premier event designed to equip the next generation of AI leaders. This six-day intensive program, hosted in the vibrant city of Doha, Qatar, offers a unique blend of keynotes, lectures, and hands-on practical sessions. Lectures and lab sessions will be taught by local and international AI experts from leading institutes such as Google DeepMind, Qatar Computing Research Institute (QCRI), HBKU, and others. State-of-the-art content and code will be accessible to all school participants. The 2025 MenaML Winter School is designed for Bachelor, Master, and Doctoral students. It welcomes applications from all around the world, with a focus on the MENA region. Ideal participants have a strong technical background and some experience in machine learning.