03/28/2025, 08:55 AM UTC
面向工程师的新书:《工程应用中的统计机器学习》New Book for Engineers: 'Statistical Machine Learning for Engineering with Applications'
➀ 由安尼塔·施韦贝尔教授博士和于尔根·弗兰克教授博士合著的《工程应用中的统计机器学习》一书出版,提供了机器学习概念和方法的可访问介绍。
➁ 该书旨在使读者熟悉分类树、贝叶斯学习、神经网络和深度学习等基本主题,强调实际应用和解释,而不是数学细节。
➂ 书中包含了基于真实工业项目的详细案例研究,涵盖了从汽车制造到工艺和材料技术,以及通过图像分析的生产过程优化的广泛技术应用。
➀ The book 'Statistical Machine Learning for Engineering with Applications' is published by Prof. Dr. Anita Schöbel and Prof. Dr. Jürgen Franke, providing an accessible introduction to the concepts and methods of machine learning.
➁ The book aims to familiarize readers with basic topics like classification trees, Bayesian learning, neural networks, and deep learning, emphasizing practical applications and interpretation over mathematical details.
➂ It includes several detailed case studies based on real industrial projects, covering a wide range of technical applications from vehicle manufacturing to process and material technology, and process optimization through image analysis.
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