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D.W's Notes - Machine Learning

中南大学在读硕士,关注机器学习、数据挖掘和人工智能领域.

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D.W's Notes - Machine Learning | csuldw.com Reviews
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D.W's Notes - Machine Learning | csuldw.com Reviews

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中南大学在读硕士,关注机器学习、数据挖掘和人工智能领域.

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归档 | D.W's Notes - Machine Learning

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Dynamic Programming Example Maximum Sum Submatrix in Matrix. Computational Learning Theory - VC Dimension. Escaping from Saddle Points 避开鞍点 ).

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Machine Learning algorithm - Adaboost | D.W's Notes - Machine Learning

http://www.csuldw.com/2015/07/05/2015-07-05-ML-algorithm-Adaboost

Machine Learning algorithm - Adaboost. Github源码实现 https:/ github.com/csuldw/MachineLearning/tree/master/Adaboost. 自举汇聚法(bootstrap aggregating),也叫做bagging方法,是从原始数据集选择$S$次 有放回的抽取 后得到$S$个新数据集的一种技术。 AdaBoost是adaptive boosting 自适应 boosting 的缩写,其运行过程如下. 从上面两个式子可以看出,$ alpha$和$ epsilon$是成反比的,$ epsilon$越大,$ alpha$就越小,也就是说建立的这个模型应该赋予更少的weight。 DatMat = matrix([ 1. ClassLabels = [ 1.0. Error设为无穷大 对数据及中的每一个特征 第一层循环 对每个步长 第二层循环 对每个不等号 第三层循环 建立一颗单层决策树并利用加权数据集对它进行测试 如果错误率低于 min. DataMatrix,dimen,threshVal,threshIneq).

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分类: 爬虫 | D.W's Notes - Machine Learning

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Inverted Index(倒排索引) | D.W's Notes - Machine Learning

http://www.csuldw.com/2016/07/30/2016-07-30-inverted-index-example

因此,就出现了倒排索引 inverted index ,详细内容参见 Wikipedia-Inverted index. Doc1 Apache Spark Scala Hadoop Java C. Will KNN doc2 SVM Scala News Play. Akka Yes GBDT doc3 LDA SVM RF GBDT Adaboost Kmeans KNN doc4 QQ BAT I. LDA doc5 Apache Hadoop MapReduce Git SVN SVM. 文件每行包含一篇doc的标示符 如doc1 以及该doc中包含的word,并且doc与word之间以 t 分隔,而word与word之间以空格符分隔。 SVM,doc2 doc3 doc5). Created by liudiwei on 2016-07-30. Orgapache.spark.rdd.RDD. Orgapache.commons.configuration.{ PropertiesConfiguration = HierConf }. Val conf = new SparkConf ().

5

Computational Learning Theory - VC Dimension | D.W's Notes - Machine Learning

http://www.csuldw.com/2016/08/23/2016-08-23-vc-dimentions

Computational Learning Theory - VC Dimension. Probably Approximately Correct Learnable. Shatter & Break point. 设$X 1, X 2, cdot, X n$为一组独立同分布的随机变量,满足$X i epsilon [a, b], 0 leq i leq n $,$n$为随机变量的个数。 记$n$个随机变量的经验期望 $ bar{X} = frac{X 1 X 2 cdots X n}{n}$,则对于任意的$0 delta 1$, Hoeffding不等式可以表示为:. P( bar{X} - E( bar{X}) geq epsilon ) leq exp left ( frac{-2 n epsilon {2} }{(b-a) {2} right ) tag{1} label{1}$. 在上述式子中,注意到$X i$的取值范围是$[a, b]$,当分类误差为$0-1$损失时,$a$和$b$分别对应到$0$和$1$,此时,方程$ eqref{1}$简化为. So,bad sample发生的概率有...

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Englishi | Aleeee's blog

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Fear not that the life shall come to an end, but rather fear that it shall never have a beginning. J.H. Newman. TypeError: ‘str’ does not support the buffer interface. 发表在 TypeError: ‘str’ does not support the buffer interface. 发表在 Code: Blocks 12.11 error: ‘nullptr’ was not declared in this scope&GNU GCC -std=gnu 0x. 发表在 LeetCode 222 Count Complete Tree Nodes 非递归和递归解法. PS 2篇文章的开头、中间、结尾均可以互用,中间的部分具体理由自己可以改改 ,X为文章关键字,为根据题目要求写的话 如理由,图片内容。 There’s no denying that X does exert such a profound effect on our l...

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留言墙 | Aleeee's blog

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Fear not that the life shall come to an end, but rather fear that it shall never have a beginning. J.H. Newman. TypeError: ‘str’ does not support the buffer interface. 发表在 TypeError: ‘str’ does not support the buffer interface. 发表在 Code: Blocks 12.11 error: ‘nullptr’ was not declared in this scope&GNU GCC -std=gnu 0x. 发表在 LeetCode 222 Count Complete Tree Nodes 非递归和递归解法. 2016 年 3 月 13 日 at 上午 12:21. 2016 年 2 月 17 日 at 下午 4:09. 2016 年 2 月 24 日 at 下午 1:10. 2016 年 2 月 24 日 at 下午 1:29. 2012 年 4 月 11 日 at 下午 1...

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Interview | Aleeee's blog

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Fear not that the life shall come to an end, but rather fear that it shall never have a beginning. J.H. Newman. TypeError: ‘str’ does not support the buffer interface. 发表在 TypeError: ‘str’ does not support the buffer interface. 发表在 Code: Blocks 12.11 error: ‘nullptr’ was not declared in this scope&GNU GCC -std=gnu 0x. 发表在 LeetCode 222 Count Complete Tree Nodes 非递归和递归解法. 2015 年 10 月 7 日. 2015 年 10 月 7 日. LeetCode 222 Count Complete Tree Nodes 非递归和递归解法. 继续阅读 LeetCode 222 Count Complete Tree Nodes 非递归和递归解法.

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Bioinformatics | Aleeee's blog

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Fear not that the life shall come to an end, but rather fear that it shall never have a beginning. J.H. Newman. TypeError: ‘str’ does not support the buffer interface. 发表在 TypeError: ‘str’ does not support the buffer interface. 发表在 Code: Blocks 12.11 error: ‘nullptr’ was not declared in this scope&GNU GCC -std=gnu 0x. 发表在 LeetCode 222 Count Complete Tree Nodes 非递归和递归解法. 文件内容段落随机化 DNA片段序列随机化 & C/C 源码. 如读取文件non-hs.txt / 该代码能将一个文件中所有DNA片段序列顺序打乱然后写入到另外一个文件,格式不变。 2013 年 7 月 4 日. 2013 年 7 月 4 日.

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Game | Aleeee's blog

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Fear not that the life shall come to an end, but rather fear that it shall never have a beginning. J.H. Newman. TypeError: ‘str’ does not support the buffer interface. 发表在 TypeError: ‘str’ does not support the buffer interface. 发表在 Code: Blocks 12.11 error: ‘nullptr’ was not declared in this scope&GNU GCC -std=gnu 0x. 发表在 LeetCode 222 Count Complete Tree Nodes 非递归和递归解法. Eu4 18.0 拜占庭轻松破局. 欧陆风云4 1.8.0,铁人,AI优势,困难难度,历史幸运。 向西结盟Bosnia,和Serbia交战 1.8.0开战后仍然能拉盟友 ,吃下Kosovo 金矿 和Zeta(可以造拉古萨宣称),并附庸Serbia。

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Code::Blocks 12.11 error: 'nullptr' was not declared in this scope&GNU GCC -std=gnu++0x | Aleeee's blog

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Fear not that the life shall come to an end, but rather fear that it shall never have a beginning. J.H. Newman. TypeError: ‘str’ does not support the buffer interface. 发表在 TypeError: ‘str’ does not support the buffer interface. 发表在 Code: Blocks 12.11 error: ‘nullptr’ was not declared in this scope&GNU GCC -std=gnu 0x. 发表在 LeetCode 222 Count Complete Tree Nodes 非递归和递归解法. Code: Blocks 12.11 error: ‘nullptr’ was not declared in this scope&GNU GCC -std=gnu 0x. 2013 年 7 月 6 日. 2016 年 3 月 10 日 at 下午 3:41.

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Machine Learning | Aleeee's blog

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Fear not that the life shall come to an end, but rather fear that it shall never have a beginning. J.H. Newman. TypeError: ‘str’ does not support the buffer interface. 发表在 TypeError: ‘str’ does not support the buffer interface. 发表在 Code: Blocks 12.11 error: ‘nullptr’ was not declared in this scope&GNU GCC -std=gnu 0x. 发表在 LeetCode 222 Count Complete Tree Nodes 非递归和递归解法. 2015 年 10 月 7 日. 2015 年 10 月 7 日. Ubuntu 14.04 LTS Python2 安装scikit-learn. 2015 年 6 月 2 日. 于Ubuntu 14.04 LTS Python2 安装scikit-learn.

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Algorithm | Aleeee's blog

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Fear not that the life shall come to an end, but rather fear that it shall never have a beginning. J.H. Newman. TypeError: ‘str’ does not support the buffer interface. 发表在 TypeError: ‘str’ does not support the buffer interface. 发表在 Code: Blocks 12.11 error: ‘nullptr’ was not declared in this scope&GNU GCC -std=gnu 0x. 发表在 LeetCode 222 Count Complete Tree Nodes 非递归和递归解法. 2015 年 10 月 7 日. 2015 年 10 月 7 日. LeetCode 222 Count Complete Tree Nodes 非递归和递归解法. 继续阅读 LeetCode 222 Count Complete Tree Nodes 非递归和递归解法.

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Code | Aleeee's blog

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Fear not that the life shall come to an end, but rather fear that it shall never have a beginning. J.H. Newman. TypeError: ‘str’ does not support the buffer interface. 发表在 TypeError: ‘str’ does not support the buffer interface. 发表在 Code: Blocks 12.11 error: ‘nullptr’ was not declared in this scope&GNU GCC -std=gnu 0x. 发表在 LeetCode 222 Count Complete Tree Nodes 非递归和递归解法. 2015 年 10 月 7 日. 2015 年 10 月 7 日. LeetCode 222 Count Complete Tree Nodes 非递归和递归解法. 继续阅读 LeetCode 222 Count Complete Tree Nodes 非递归和递归解法.

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Apache | Aleeee's blog

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Fear not that the life shall come to an end, but rather fear that it shall never have a beginning. J.H. Newman. TypeError: ‘str’ does not support the buffer interface. 发表在 TypeError: ‘str’ does not support the buffer interface. 发表在 Code: Blocks 12.11 error: ‘nullptr’ was not declared in this scope&GNU GCC -std=gnu 0x. 发表在 LeetCode 222 Count Complete Tree Nodes 非递归和递归解法. 98)Address already in use: make sock: could not bind to address 0.0.0.0:80. 2014 年 11 月 14 日. 2015 年 4 月 23 日. 2014 年 6 月 21 日.

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D.W's Notes - Machine Learning

一文介绍了如何登陆微博, 新浪微博数据爬取Part 1 用户个人信息. 与 新浪微博数据爬取Part 2 好友关系与用户微博. 上一篇博文 新浪微博数据爬取Part 1 用户个人信息. Dynamic Programming Example Maximum Sum Submatrix in Matrix. Find maximum sum submatrix in a given 2D matrix of integers. Computational Learning Theory - VC Dimension. 因此,就出现了倒排索引 inverted index ,详细内容参见 Wikipedia-Inverted index. Escaping from Saddle Points 避开鞍点 ). 编辑之邀翻译的一篇文章,原文发表于今年三月 [Escaping from Saddle Points]. 共两篇 ,此文是第一篇文章的译文,第二篇文章尚未翻译,如有需要请点击原文 Saddles Again.

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