Introduction to Algorithms and Machine Learning from Sorting to Strategic Agents [pdf] (www.justinmath.com)

Justin Skycak’s new book, "Introduction to Algorithms and Machine Learning from Sorting to Strategic Agents," serves as a comprehensive guide to the Eurisko program, an advanced math and computer science elective at Pasadena High School. Launched amid the pandemic in 2020, Eurisko offered a rigorous curriculum that expected students to write machine learning algorithms from scratch and engage in complex projects like creating AI players for the game Space Empires. The program's approach emphasized independent coding without external libraries, promoting a deep understanding of foundational concepts such as sorting algorithms, neural networks, and game theory. This book is particularly significant for the AI/ML community as it highlights innovative educational methodologies that produce highly capable young developers. Students proceeded from basic programming concepts to implementing advanced algorithms like decision trees and reproducing academic research on artificial intelligence. The Eurisko program's success illustrates the potential of focused, rigorous computer science education, paving the way for a new generation of scientists and engineers equipped with both theoretical and practical expertise in machine learning and AI. The work not only provides educational insights but also showcases the importance of collaborative learning and self-sufficiency in tackling complex coding challenges.