近日,著名机器学习教材《Pattern Recognition and Machine Learning》的作者Christopher Bishop教授更新了他的机器学习新书:Model-Based Machine Learning。 Christopher Bishop 微软研究院在英国剑桥的实验室主任,爱丁堡大学教授 在这本书中介绍了一种新颖的基于模型的机器学习方式——model based machine learning,将具体问题...
Model-Based Machine Learningefurfaro@uw.eduEmanuela Furfaro
即基于模型的机器学习。从这个视角来看，我们会更系统、清晰地了解创建高效机器学习解决方案的过程。本教程...
Model-Based Machine Learning 作者:John Michael Winn 出版社:Chapman and Hall/CRC 出版年:2019-8-8 页数:400 定价:GBP 69.95 装帧:Hardcover ISBN:9781498756815 豆瓣评分 评价人数不足 评价: 写笔记 写书评 加入购书单 分享到 推荐 内容简介· ··· https...
Model-Based Machine Learning Click to open John Winn with Christopher M. Bishop, Thomas Diethe, John Guiver and Yordan Zaykov
provide a flexible foundation for model-based machine learning, and we describe several large-scale commercial applications of this framework. We also introduce the concept of ‘probabilistic programming’ as a powerful approach to model-based machine learning, and we discuss a specific probabilistic pr...
provide a flexible foundation for model-based machine learning, and we describe several large-scale commercial applications of this framework. We also introduce the concept of ‘probabilistic programming’ as a powerful approach to model-based machine learning, and we discuss a specific probabilistic pr...
Interlude: the machine learning life cycle In tackling our murder mystery back in Chapter 1, we first gathered evidence from the crime scene and then used our own knowledge to construct a probabilistic model of the murder. We incorporated the crime scene evidence into the model, in the form...
The core idea at the heart ofmodel-based machine learningis that all theassumptionsabout the problem domain are made explicit in the form of amodel. In fact, amodelis just made up of this set of assumptions, expressed in a precise mathematical form. These assumptions effectively build up a...
Model-based machine learning 喜欢 0 阅读量: 16 作者: C. M. Bishop 摘要: Several decades of research in the field of machine learning have resulted in a multitude of different algorithms for solving a broad range of problems. To tackle a new application, a researcher typically tries to map...