Discover the power of Bio-inspired Algorithms in Machine Learning and Deep Learning for cutting-edge disease detection. This essential guide from The Bookish Owl explores how nature-inspired computational intelligence, from genetic algorithms to metaheuristics mimicking animal behaviors, is revolutionizing medical diagnostics. Learn how these advanced optimization techniques are applied to accurately identify diseases like COVID-19, heart conditions, cancer, and diabetes. The book details the historical development, advantages, and future research directions of using these intelligent algorithms for early and precise disease diagnosis, offering a comprehensive look at this rapidly advancing field.