The book "Machine Learning" provides an introduction to the fundamental principles, methodologies, and practical uses of machine learning. The book offers a thorough examination of supervised and unsupervised learning, encompassing essential methods such as regression, classification, and clustering. The focus is on the actual use of machine learning, demonstrated through real-life instances and interactive projects, to address intricate challenges across many fields. This tutorial is perfect for novices and professionals seeking to enhance their comprehension of machine learning and efficiently implement it in their work.