Machinelearninghasgreatpotentialforimprovingproducts,processesandresearch.Butcomputers usually do not explain their predictions which is a barrier to the adoption of machine learning. This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. Later chapters focus on general model- agnosticmethodsforinterpretingblackboxmodelslikefeatureimportanceandaccumulatedlocal effects and explaining individual predictions with Shapley values and LIME.
标签： interpretable-Machine-Learning
上传时间： 2020-06-10
上传用户：shancjb
machine learning
上传时间： 2015-02-05
上传用户：来茴
Pascal Programs Printed in GENETIC ALGORITHMS IN SEARCH, OPTIMIZATION, AND MACHINE LEARNING by David E. Goldberg
标签： OPTIMIZATION ALGORITHMS LEARNING Programs
上传时间： 2015-04-19
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Machine Learning with WEKA: An Introduction （讲义） 关于数据挖掘和机器学习的.
标签： Introduction Learning Machine with
上传时间： 2013-12-27
上传用户：qq521
machine learning, accuracy estimation, cross-validation, bootstrap, ID3, decision trees, decision graphs, naive-bayes, decision tables, majority, induction algorithms, classifiers, categorizers, general logic diagrams, instance-based algorithms, discretization, lazy learning, bagging, MineSet.
标签： decision cross-validation estimation bootstrap
上传时间： 2015-07-26
上传用户：赵云兴
算法实现:Jieping Ye. Generalized low rank approximations of matrices. Machine Learning, Vol. 61, pp. 167-191, 2005.
标签： approximations Generalized Learning matrices
上传时间： 2015-08-29
上传用户：invtnewer
介绍随机森林(Random Forest)最早的,最经典文献!LEO BREIMAN.Random Forests.Machine Learning, 45, 5–32, 2001
标签： Random Learning BREIMAN Forests
上传时间： 2015-10-22
上传用户：stvnash
YASMET: Yet Another Small MaxEnt Toolkit (Statistical Machine Learning) 由Franz Josef Och编写，一个简短但非常经典的最大熵统计模型实现源码。
标签： Statistical Learning Another Machine
上传时间： 2015-11-17
上传用户：xiaodu1124
Machine Learning, Neural and Statistical Classification Editors: D. Michie, D.J. Spiegelhalter, C.C. Taylor February 17, 1994
标签： C. D. D.J. Classification
上传时间： 2015-12-14
上传用户：日光微澜
Machine Learning Weka 数据变换，给Arff文件加载权值，变换为XRFF文件。
上传时间： 2015-12-16
上传用户：wxhwjf
