The past decade has seen an explosion of machine learning research and appli-
cations; especially, deep learning methods have enabled key advances in many
applicationdomains,suchas computervision,speechprocessing,andgameplaying.
However, the performance of many machine learning methods is very sensitive
to a plethora of design decisions, which constitutes a considerable barrier for
new users. This is particularly true in the booming field of deep learning, where
human engineers need to select the right neural architectures, training procedures,
regularization methods, and hyperparameters of all of these components in order to
make their networks do what they are supposed to do with sufficient performance.
This process has to be repeated for every application. Even experts are often left
with tedious episodes of trial and error until they identify a good set of choices for
a particular dataset.
资源简介:The past decade has seen an explosion of machine learning research and appli- cations; especially, deep learning methods have enabled key advances in many applicationdomains,suchas computervision,speechprocessing,andgameplaying. However, th...
上传时间: 2020-06-10
上传用户:shancjb
资源简介:Pattern recognition has its origins in engineering, whereas machine learning grew out of computer science. However, these activities can be viewed as two facets of the same field, and together they have undergone substantial development ove...
上传时间: 2020-06-10
上传用户:shancjb
资源简介:machine learning
上传时间: 2015-02-05
上传用户:来茴
资源简介:Pascal Programs Printed in GENETIC ALGORITHMS IN SEARCH, OPTIMIZATION, AND MACHINE LEARNING by David E. Goldberg
上传时间: 2015-04-19
上传用户:
资源简介:Machine Learning with WEKA: An Introduction (讲义) 关于数据挖掘和机器学习的.
上传时间: 2013-12-27
上传用户:qq521
资源简介: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 ...
上传时间: 2015-07-26
上传用户:赵云兴
资源简介:算法实现:Jieping Ye. Generalized low rank approximations of matrices. Machine Learning, Vol. 61, pp. 167-191, 2005.
上传时间: 2015-08-29
上传用户:invtnewer
资源简介: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
上传时间: 2015-10-22
上传用户:stvnash
资源简介: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。
上传时间: 2015-11-17
上传用户:xiaodu1124
资源简介:Machine Learning, Neural and Statistical Classification Editors: D. Michie, D.J. Spiegelhalter, C.C. Taylor February 17, 1994
上传时间: 2015-12-14
上传用户:日光微澜
资源简介: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
资源简介:Feature selection is a preprocessing technique frequently used in data mining and machine learning tasks. It can reduce dimensionality, remove irrelevant data, increase learning accuracy, and improve results comprehensibility. FCBF is a fas...
上传时间: 2014-01-19
上传用户:lindor
资源简介:SIMULATION OF ELECTRIC MACHINE AND DRIVE SYSTEMS USING matlab and simulink
上传时间: 2016-01-04
上传用户:hphh
资源简介:将军——一种新的求解大规模问题的支持向量机程序(软件)。A Large Scale Machine Learning Toolbox
上传时间: 2013-12-14
上传用户:zq70996813
资源简介:booster-tree a machine learning method
上传时间: 2014-06-09
上传用户:龙飞艇
资源简介:Pattern Recognition and Machine Learning Bishop-.pdf 非常好的一本书, pattern recognition 必读
上传时间: 2014-05-31
上传用户:qoovoop
资源简介:AdaBoost is an efficient tool in machine learning. It can combine a series of weak learners into a strong learner. Besides pattern classification, it also can be applied into feature selection. This document explains the use of AdaBoost.
上传时间: 2013-12-06
上传用户:小宝爱考拉
资源简介:An Introduction to Support Vector Machines and Other Kernel-based Learning Methods。一本关于支持矢量机的英文入门书籍。
上传时间: 2013-12-01
上传用户:hxy200501
资源简介:machine learning related paper from msra
上传时间: 2016-09-19
上传用户:wyc199288
资源简介:Pattern Recognition and Machine Learning,模式识别与机器学习,这是学习机器学习的一本好书
上传时间: 2016-10-29
上传用户:wqxstar
资源简介:Pattern Recognition and Machine Learning Solutions to the Exercises,模式识别与机器学习的答案
上传时间: 2014-01-13
上传用户:417313137
资源简介:Bishop 经典的Pattern Recognition and Machine Learning的课后题指导 相信对学习模式识别的朋友会有帮助
上传时间: 2013-12-26
上传用户:ynsnjs
资源简介:Data Mining Practical Machine Learning Tools and Techniques 2d ed - Morgan Kaufma
上传时间: 2013-12-21
上传用户:jiahao131
资源简介:Machine Learning in Computer Vision - N. SEBE
上传时间: 2013-12-15
上传用户:410805624
资源简介:pattern recognition and machine learning 最经典的书
上传时间: 2014-01-27
上传用户:lvzhr
资源简介:machine learning in computer vision 计算机视觉中的机器学习 外文经典计算机视觉教程
上传时间: 2017-02-07
上传用户:huyiming139
资源简介:a function inside machine learning
上传时间: 2017-02-27
上传用户:alan-ee
资源简介:machine learning algorithm, it is to optimize the model and improve the function
上传时间: 2017-03-04
上传用户:钓鳌牧马
资源简介:Machine Learning [Mc-Graw Hill - Tom Mitchell, 1997] by Tantanoid
上传时间: 2014-12-05
上传用户:cccole0605
资源简介:Data Mining Practical Machine Learning Tools and Techniques
上传时间: 2014-01-03
上传用户:sevenbestfei