
Introduction to Machine Learning Systems: Principles and Practices of Engineering Artificially Intelligent Systems
《机器学习系统导论:人工智能系统的工程原理与实践》
作者: Vijay Janapa Reddi
出版时间:2025年
本书提供了一个系统化的框架,用于理解和构建机器学习(ML)系统,弥合了理论基础与实际工程之间的鸿沟,并强调了构建高效人工智能解决方案所需的系统视角。与主要关注算法和模型架构的资源不同,本书着重阐述了机器学习系统运行的更广泛背景,包括数据工程、模型优化、硬件感知训练和推理加速。
读者将培养对机器学习系统架构进行推理的能力,并运用历久弥新的工程原理来构建灵活、高效且稳健的机器学习系统。
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