Beyond The Algorithm - Onwuchekwa, Jane
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"Beyond the Algorithm: Practical Machine Learning Strategies" is an essential guide for anyone looking to turn machine learning theory into real-world impact. While many resources focus on algorithms and model building, this book dives deeper-exploring the challenges of deploying, optimizing, and maintaining machine learning systems in production. From handling messy, real-world data to addressing bias, scalability, and ethical concerns, this book provides actionable strategies for building robust AI solutions. It covers critical topics like MLOps, continuous learning, model interpretability,…mehr

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"Beyond the Algorithm: Practical Machine Learning Strategies" is an essential guide for anyone looking to turn machine learning theory into real-world impact. While many resources focus on algorithms and model building, this book dives deeper-exploring the challenges of deploying, optimizing, and maintaining machine learning systems in production. From handling messy, real-world data to addressing bias, scalability, and ethical concerns, this book provides actionable strategies for building robust AI solutions. It covers critical topics like MLOps, continuous learning, model interpretability, and AI governance, offering insights drawn from industry experience. Whether you're a data scientist, ML engineer, product manager, or business leader, this book equips you with the mindset and tools to bridge the gap between research and practice. Beyond the Algorithm is more than a technical manual-it's a roadmap for creating machine learning systems that are not just accurate but also resilient, responsible, and ready for the complexities of real-world deployment. Perfect for professionals looking to move beyond theory and master the art of practical AI, this book is your guide to building machine learning solutions that truly work.