This course aims to equip students with foundational knowledge and practical skills in Python programming and mathematics as they relate to machine learning. By combining theory and practice, students will gain a solid understanding of the basics of Python programming, data analysis, probability, statistics, linear algebra and optimization, and be prepared for more advanced studies in machine learning. This course could be a valuable first step for anyone interested in pursuing a career or further studies in machine learning.