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What if the future of construction could be redefined with just a few lines of code? Concrete, the cornerstone of modern infrastructure, is also one of the world's largest contributors to carbon emissions. Yet, optimizing its composition for strength, durability, cost-efficiency, and environmental sustainability has remained a challenge for decades. Enter machine learning—a game-changer in this age-old equation. This book is a groundbreaking exploration of how advanced data science techniques can revolutionize the design and production of concrete mixtures. In a world demanding greater efficiency and greener solutions, the stakes have never been higher.With years of experience and a passion for sustainable innovation, the authors bridge the gap between complex machine learning algorithms and practical engineering applications. Their insights draw from cutting-edge research at Hebei University of Technology, blending theoretical rigor with hands-on expertise to offer actionable solutions for the construction industry.