{"product_id":"mastering-machine-learning-architecture-and-solutions-from-design-to-deployment-9798868825262","title":"Mastering Machine Learning Architecture and Solutions: From Design to Deployment","description":"\u003cp\u003e\u003cem\u003eMastering Machine Learning Architecture and Solutions\u003c\/em\u003e is a comprehensive guide to designing and deploying end-to-end ML systems. Ideal for data scientists, machine learning engineers, and architects, this book bridges theoretical foundations with practical applications to help you navigate the complexities of modern ML development.\u003c\/p\u003e \u003cp\u003eThe book begins with the exploration of ML architecture, it introduces the core concepts and lifecycle stages necessary for successful implementation. It delves into designing robust data pipelines, emphasizing data cleaning, feature engineering, and scaling techniques to support high-performance ML systems. It further discusses model selection and optimization, covering advanced techniques for hyperparameter tuning and managing imbalanced datasets. Readers are introduced to scalable architectural patterns that ensure adaptability and performance, including modular designs and microservices. Infrastructure considerations, such as leveraging cloud solutions and hardware accelerators, are also examined to optimize costs and resources. It also discusses deployment strategies with detailed guidance on containerization, orchestration, and automation. Post-deployment challenges are addressed through chapters on managing, updating, and monitoring live models. Additional topics include rigorous testing, debugging, and ensuring explainability and fairness in models, critical for building trustworthy systems. The book concludes with insights into future trends and ethical considerations shaping the ML landscape.\u003c\/p\u003e \u003cp\u003eIn the end, this book provides professionals with the tools to build effective and sustainable ML systems, helping them solve modern AI challenges.\u003c\/p\u003e \u003cp\u003eWhat you will learn: \u003c\/p\u003e \u003cul\u003e \u003cli\u003eGain foundational knowledge of machine learning architecture, lifecycle, and implementation strategies.\u003c\/li\u003e \u003cli\u003eHow to design robust data pipelines with feature engineering and scaling techniques for high-performance systems.\u003c\/li\u003e \u003cli\u003eExplore scalable ML system designs, including modular architectures, microservices, and cloud infrastructure optimization.\u003c\/li\u003e \u003cli\u003eUnderstand deployment, monitoring, and ethical considerations to build trustworthy, adaptable, and cost-efficient ML solutions\u003c\/li\u003e \u003c\/ul\u003e \u003cp\u003eWho this book is for: \u003c\/p\u003e \u003cp\u003eData scientists, machine learning engineers, AI professionals, and technical professionals aiming to enhance their expertise in ML system architecture and deployment.\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Apress\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 05\/02\/2026\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9798868825262\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 382","brand":"Mohammad Reza Mahdiani","offers":[{"title":"Default Title","offer_id":52571181416629,"sku":"9798868825262","price":50.99,"currency_code":"USD","in_stock":false}],"url":"https:\/\/pastforward.org\/products\/mastering-machine-learning-architecture-and-solutions-from-design-to-deployment-9798868825262","provider":"Past Forward","version":"1.0","type":"link"}