This publication is dedicated to statistical learning education. We aim to simplify complex statistical and machine learning concepts for students and researchers working in biological and medical sciences. We cover a wide range of topics, including, fundamental concepts in statistics and probability, hands-on tutorials and practical applications of statistical models and machine learning algorithms, and insights into the latest research and advancements in the field.