A team of renowned bioinformaticians take fresh approaches to lead biology students from first principles towards computational thinking. Intuitive explanations promote deep understanding, using little mathematical formalism. Covering essential bioinformatic topics in a concise textbook, the authors prepare students to meet the computational challenges of their life science careers.