《机器学习基础——原理、算法与实践》源代码.zip
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所属分类:人工智能 > 机器学习
文件大小:19.49 MB
上传日期:2021-02-13 18:58
MD5:d2c1ef3695************c3af7995c2
资源说明:机器学习基础、原理算法与实践 MATLAB 源代码,《机器学习基础——原理、算法与实践》源代码,机器学习内容涉及广泛,《高数》、《概率论》、《线性代数》、《矩阵论》、《随机过程》等内容。
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[资源合计] 文件夹:17,文件:158

# 文件名称 大小 最后修改时间
1 ElementsOfMachineLearning 0 Bytes 2017/12/31 11:09:00
2 ElementsOfMachineLearning\ch10SVM 0 Bytes 2017/6/27 21:21:19
3 ElementsOfMachineLearning\ch10SVM\CoordinateDescentDemo.m 2.38 KB 2017/6/12 16:22:51
4 ElementsOfMachineLearning\ch10SVM\DualQPDemo.m 1.52 KB 2017/6/11 9:30:20
5 ElementsOfMachineLearning\ch10SVM\PrimalQPDemo.m 1.11 KB 2017/5/28 9:45:58
6 ElementsOfMachineLearning\ch10SVM\SMODemo.m 3.36 KB 2017/6/28 10:00:32
7 ElementsOfMachineLearning\ch10SVM\SMOPredict.m 1.23 KB 2017/5/3 9:08:55
8 ElementsOfMachineLearning\ch10SVM\SMOTrain.m 4.6 KB 2017/6/24 20:27:32
9 ElementsOfMachineLearning\ch10SVM\SoftMarginDualQPDemo.m 1.61 KB 2017/6/11 19:04:51
10 ElementsOfMachineLearning\ch10SVM\exploringLibSVM.m 1.67 KB 2017/4/24 12:36:04
11 ElementsOfMachineLearning\ch10SVM\gaussianKernel.m 246 Bytes 2017/5/6 14:37:04
12 ElementsOfMachineLearning\ch10SVM\linearKernel.m 203 Bytes 2017/5/6 14:36:35
13 ElementsOfMachineLearning\ch10SVM\plotData.m 423 Bytes 2017/6/27 21:19:23
14 ElementsOfMachineLearning\ch10SVM\testLibSVM.m 453 Bytes 2017/4/20 20:35:27
15 ElementsOfMachineLearning\ch11CF 0 Bytes 2017/8/7 12:17:35
16 ElementsOfMachineLearning\ch11CF\adjustedCosineDemo.m 2.22 KB 2017/8/3 19:36:57
17 ElementsOfMachineLearning\ch11CF\distance.m 1.09 KB 2017/7/29 16:05:20
18 ElementsOfMachineLearning\ch11CF\featuresCFDemo.m 2.65 KB 2017/8/7 20:28:31
19 ElementsOfMachineLearning\ch11CF\getFilms.m 213 Bytes 2017/7/29 16:31:44
20 ElementsOfMachineLearning\ch11CF\getKSimilarUsers.m 363 Bytes 2017/7/29 14:56:44
21 ElementsOfMachineLearning\ch11CF\getRatingsByUserid.m 751 Bytes 2017/7/25 9:48:06
22 ElementsOfMachineLearning\ch11CF\getRecommends.m 558 Bytes 2017/7/29 21:24:13
23 ElementsOfMachineLearning\ch11CF\getuinfo.m 299 Bytes 2017/7/21 11:21:33
24 ElementsOfMachineLearning\ch11CF\itemBasedCFDemo.m 2.52 KB 2017/8/6 9:28:59
25 ElementsOfMachineLearning\ch11CF\makeRatingMatrix.m 592 Bytes 2017/8/3 19:46:10
26 ElementsOfMachineLearning\ch11CF\testDistance.m 895 Bytes 2017/7/31 15:43:41
27 ElementsOfMachineLearning\ch11CF\userBasedCFDemo.m 779 Bytes 2017/7/29 17:59:47
28 ElementsOfMachineLearning\ch12PCA 0 Bytes 2017/11/2 12:10:28
29 ElementsOfMachineLearning\ch12PCA\EigSvdDemo.m 1.14 KB 2017/11/2 9:17:09
30 ElementsOfMachineLearning\ch12PCA\PCAdemo1.m 1.82 KB 2017/9/21 17:39:38
31 ElementsOfMachineLearning\ch12PCA\PCAdemo2.m 1.74 KB 2017/11/6 18:56:33
32 ElementsOfMachineLearning\ch12PCA\PCAdemo3.m 1.99 KB 2017/11/7 10:51:31
33 ElementsOfMachineLearning\ch12PCA\draw_arrow.m 724 Bytes 2016/7/16 14:08:14
34 ElementsOfMachineLearning\ch12PCA\exercise.m 1.59 KB 2017/11/6 19:13:31
35 ElementsOfMachineLearning\ch1Introduction 0 Bytes 2017/11/27 12:47:32
36 ElementsOfMachineLearning\ch1Introduction\irisScatter.m 1.58 KB 2017/11/28 20:16:55
37 ElementsOfMachineLearning\ch1Introduction\percentiles.m 379 Bytes 2017/11/27 9:30:07
38 ElementsOfMachineLearning\ch1Introduction\weatherNominal.m 1 KB 2018/1/8 9:05:12
39 ElementsOfMachineLearning\ch1Introduction\weatherNumeric.m 881 Bytes 2018/1/8 9:05:31
40 ElementsOfMachineLearning\ch2LinearRegression 0 Bytes 2017/3/13 9:56:09
41 ElementsOfMachineLearning\ch2LinearRegression\LeastSquares.m 942 Bytes 2017/1/11 11:00:42
42 ElementsOfMachineLearning\ch2LinearRegression\LeastSquaresPrediction.m 1.32 KB 2017/1/11 11:01:06
43 ElementsOfMachineLearning\ch2LinearRegression\MVGradientDescent.m 2.18 KB 2017/1/11 11:02:26
44 ElementsOfMachineLearning\ch2LinearRegression\MVNormalEquations.m 928 Bytes 2017/1/11 11:03:03
45 ElementsOfMachineLearning\ch2LinearRegression\MVStochasticGradientDescent.m 2.39 KB 2017/1/11 11:03:40
46 ElementsOfMachineLearning\ch2LinearRegression\OVGradientDescent.m 2.68 KB 2016/12/28 12:12:28
47 ElementsOfMachineLearning\ch2LinearRegression\PolynomialRegression.m 2.23 KB 2017/1/11 11:04:18
48 ElementsOfMachineLearning\ch2LinearRegression\PolynomialRegressionValidation.m 1.8 KB 2017/1/11 11:04:40
49 ElementsOfMachineLearning\ch2LinearRegression\RegularizedGDPolynomialRegression.m 3.06 KB 2017/3/13 9:49:14
50 ElementsOfMachineLearning\ch2LinearRegression\RegularizedNEPolynomialRegression.m 1.37 KB 2017/1/11 12:13:49
51 ElementsOfMachineLearning\ch2LinearRegression\plotData.m 632 Bytes 2016/12/20 18:12:15
52 ElementsOfMachineLearning\ch3LogisticRegression 0 Bytes 2017/10/2 22:53:47
53 ElementsOfMachineLearning\ch3LogisticRegression\BinaryLogisticRegDemo.m 4.3 KB 2017/1/25 16:10:13
54 ElementsOfMachineLearning\ch3LogisticRegression\BinaryLogisticRegDemo1.m 3.18 KB 2017/1/25 16:10:23
55 ElementsOfMachineLearning\ch3LogisticRegression\OnevsAllLogisticRegDemo.m 4.95 KB 2017/10/2 20:02:51
56 ElementsOfMachineLearning\ch3LogisticRegression\OnevsOneLogisticRegDemo.m 5.66 KB 2017/10/2 20:02:59
57 ElementsOfMachineLearning\ch3LogisticRegression\PolynomialLogisticRegDemo.m 3.8 KB 2017/8/9 19:58:33
58 ElementsOfMachineLearning\ch3LogisticRegression\SoftmaxRegDemo.m 2.18 KB 2017/10/5 13:49:42
59 ElementsOfMachineLearning\ch3LogisticRegression\plotCost.m 757 Bytes 2017/1/20 16:23:02
60 ElementsOfMachineLearning\ch3LogisticRegression\plotJofTheta.m 1.13 KB 2017/9/2 9:57:07
61 ElementsOfMachineLearning\ch3LogisticRegression\plotLinearRegresion.m 1.83 KB 2017/1/20 16:38:39
62 ElementsOfMachineLearning\ch3LogisticRegression\plotSigmoid.m 289 Bytes 2017/3/11 21:09:05
63 ElementsOfMachineLearning\ch4bayes 0 Bytes 2017/8/17 12:07:07
64 ElementsOfMachineLearning\ch4bayes\GDAdemo.m 2.35 KB 2017/8/10 8:39:14
65 ElementsOfMachineLearning\ch4bayes\naiveBayesDemo.m 2.29 KB 2017/8/14 16:22:14
66 ElementsOfMachineLearning\ch4bayes\naiveBayesDemo2.m 3.46 KB 2017/8/14 18:52:12
67 ElementsOfMachineLearning\ch4bayes\plotGaussianPDF.m 1.6 KB 2017/8/11 20:40:46
68 ElementsOfMachineLearning\ch4bayes\spamDemo.m 1.63 KB 2017/8/17 10:31:46
69 ElementsOfMachineLearning\ch4bayes\spamDemo2.m 1.51 KB 2017/8/21 12:45:50
70 ElementsOfMachineLearning\ch5ModelsSelection 0 Bytes 2018/3/16 23:50:14
71 ElementsOfMachineLearning\ch5ModelsSelection\BiasVariance.m 1.47 KB 2018/1/8 9:41:23
72 ElementsOfMachineLearning\ch5ModelsSelection\CVdemo.m 2.3 KB 2017/12/13 20:50:29
73 ElementsOfMachineLearning\ch5ModelsSelection\LRfunc.m 3.3 KB 2017/12/28 22:15:50
74 ElementsOfMachineLearning\ch5ModelsSelection\LearningCurves.m 1.63 KB 2017/12/28 22:58:33
75 ElementsOfMachineLearning\ch5ModelsSelection\ROCdemo.m 962 Bytes 2017/9/9 16:56:08
76 ElementsOfMachineLearning\ch5ModelsSelection\RegularizationBV.m 2.13 KB 2018/3/16 23:44:21
77 ElementsOfMachineLearning\ch5ModelsSelection\confMatrixdemo.m 425 Bytes 2017/9/7 15:47:04
78 ElementsOfMachineLearning\ch5ModelsSelection\onevsonefunc.m 3.28 KB 2017/12/28 22:15:50
79 ElementsOfMachineLearning\ch6Kmeans&EM 0 Bytes 2017/7/17 10:16:22
80 ElementsOfMachineLearning\ch6Kmeans&EM\EStep.m 456 Bytes 2016/7/3 16:52:39
81 ElementsOfMachineLearning\ch6Kmeans&EM\MStep.m 644 Bytes 2016/7/3 8:06:20
82 ElementsOfMachineLearning\ch6Kmeans&EM\child.png 132.5 KB 2016/7/1 22:29:13
83 ElementsOfMachineLearning\ch6Kmeans&EM\compressedchild.png 5.78 KB 2017/7/17 10:00:48
84 ElementsOfMachineLearning\ch6Kmeans&EM\displayData.m 1.47 KB 2016/7/1 22:29:13
85 ElementsOfMachineLearning\ch6Kmeans&EM\drawLine.m 232 Bytes 2016/7/1 22:29:13
86 ElementsOfMachineLearning\ch6Kmeans&EM\gaussMixtureDemo.m 3.01 KB 2017/7/17 10:13:55
87 ElementsOfMachineLearning\ch6Kmeans&EM\initCentroids.m 268 Bytes 2016/7/3 8:05:32
88 ElementsOfMachineLearning\ch6Kmeans&EM\kmeansDemo1.m 1.71 KB 2017/7/17 9:59:22
89 ElementsOfMachineLearning\ch6Kmeans&EM\kmeansDemo2.m 1.78 KB 2017/7/4 18:56:48
90 ElementsOfMachineLearning\ch6Kmeans&EM\kmeansDemo3.m 1.6 KB 2017/7/5 10:07:12
91 ElementsOfMachineLearning\ch6Kmeans&EM\mixtureGaussiansGen.m 1.03 KB 2017/7/17 15:40:25
92 ElementsOfMachineLearning\ch6Kmeans&EM\plotCentroidsHistory.m 642 Bytes 2017/7/17 9:42:39
93 ElementsOfMachineLearning\ch7DecisionTrees 0 Bytes 2017/10/17 16:09:19
94 ElementsOfMachineLearning\ch7DecisionTrees\C45.m 7.83 KB 2017/1/8 21:13:30
95 ElementsOfMachineLearning\ch7DecisionTrees\C45demo.m 1.38 KB 2017/10/16 22:13:30
96 ElementsOfMachineLearning\ch7DecisionTrees\CART.m 9.59 KB 2017/1/8 21:16:03
97 ElementsOfMachineLearning\ch7DecisionTrees\CARTdemo.m 1.42 KB 2017/10/16 22:14:42
98 ElementsOfMachineLearning\ch7DecisionTrees\ID3.m 5.08 KB 2017/1/8 21:16:41
99 ElementsOfMachineLearning\ch7DecisionTrees\ID3demo.m 599 Bytes 2017/10/16 22:14:07
100 ElementsOfMachineLearning\ch7DecisionTrees\plotEntropyGini.m 346 Bytes 2017/10/17 16:28:22
101 ElementsOfMachineLearning\ch8ANN 0 Bytes 2017/10/9 23:30:38
102 ElementsOfMachineLearning\ch8ANN\LogicalAND.m 2.79 KB 2017/2/19 16:08:55
103 ElementsOfMachineLearning\ch8ANN\LogicalNOT.m 2.65 KB 2017/2/19 16:08:48
104 ElementsOfMachineLearning\ch8ANN\LogicalOR.m 2.79 KB 2017/2/19 16:08:40
105 ElementsOfMachineLearning\ch8ANN\LogicalXOR.m 1.96 KB 2017/2/19 16:07:48
106 ElementsOfMachineLearning\ch8ANN\MNISTANN.m 6.59 KB 2017/10/9 23:30:19
107 ElementsOfMachineLearning\ch8ANN\MNISTLogisticReg.m 2.56 KB 2017/2/8 15:55:18
108 ElementsOfMachineLearning\ch8ANN\plotDerivativeSigmoid.m 336 Bytes 2017/3/11 21:10:34
109 ElementsOfMachineLearning\ch8ANN\plotDerivativeTanh.m 365 Bytes 2017/3/11 20:52:47
110 ElementsOfMachineLearning\ch8ANN\plotTanh.m 318 Bytes 2017/3/11 20:51:22
111 ElementsOfMachineLearning\ch9HMM 0 Bytes 2017/10/25 10:02:38
112 ElementsOfMachineLearning\ch9HMM\hmmBackward.m 753 Bytes 2017/10/24 10:56:04
113 ElementsOfMachineLearning\ch9HMM\hmmBackwardDemo.m 532 Bytes 2017/10/25 8:29:47
114 ElementsOfMachineLearning\ch9HMM\hmmForward.m 901 Bytes 2017/10/24 10:57:29
115 ElementsOfMachineLearning\ch9HMM\hmmForwardDemo.m 533 Bytes 2017/10/25 8:27:21
116 ElementsOfMachineLearning\ch9HMM\hmmGenerate.m 983 Bytes 2017/10/24 11:02:52
117 ElementsOfMachineLearning\ch9HMM\hmmGenerateDemo.m 474 Bytes 2017/10/25 8:24:37
118 ElementsOfMachineLearning\ch9HMM\hmmIndividually.m 1.14 KB 2017/10/24 10:59:48
119 ElementsOfMachineLearning\ch9HMM\hmmIndividuallyDemo.m 516 Bytes 2017/10/25 8:42:34
120 ElementsOfMachineLearning\ch9HMM\hmmLearn.m 3.07 KB 2017/10/25 10:03:04
121 ElementsOfMachineLearning\ch9HMM\hmmLearnDemo.m 943 Bytes 2017/10/25 10:08:44
122 ElementsOfMachineLearning\ch9HMM\hmmViterbi.m 1.04 KB 2017/10/25 10:41:00
123 ElementsOfMachineLearning\ch9HMM\hmmViterbiDemo.m 505 Bytes 2017/10/25 10:54:22
124 ElementsOfMachineLearning\data 0 Bytes 2017/8/8 19:22:08
125 ElementsOfMachineLearning\data\Freestyle100m.mat 390 Bytes 2016/12/19 18:28:55
126 ElementsOfMachineLearning\data\fisheriris.mat 16.25 KB 2010/3/15 20:31:02
127 ElementsOfMachineLearning\data\ionosphere.mat 57.35 KB 2010/3/15 20:31:16
128 ElementsOfMachineLearning\data\machine.data 8.52 KB 2016/12/23 9:32:34
129 ElementsOfMachineLearning\data\machine.names 2.83 KB 2016/12/23 9:32:34
130 ElementsOfMachineLearning\data\machine.txt 5.12 KB 2016/12/23 10:03:52
131 ElementsOfMachineLearning\data\ml-100k 0 Bytes 2017/7/21 10:57:46
132 ElementsOfMachineLearning\data\ml-100k\README 6.59 KB 2017/7/21 10:57:46
133 ElementsOfMachineLearning\data\ml-100k\allbut.pl 716 Bytes 2017/7/21 10:57:46
134 ElementsOfMachineLearning\data\ml-100k\mku.sh 643 Bytes 2017/7/21 10:57:46
135 ElementsOfMachineLearning\data\ml-100k\u.data 1.89 MB 2017/7/21 10:57:46
136 ElementsOfMachineLearning\data\ml-100k\u.genre 202 Bytes 2017/7/21 10:57:46
137 ElementsOfMachineLearning\data\ml-100k\u.info 36 Bytes 2017/7/21 10:57:46
138 ElementsOfMachineLearning\data\ml-100k\u.item 230.8 KB 2017/7/21 10:57:46
139 ElementsOfMachineLearning\data\ml-100k\u.occupation 193 Bytes 2017/7/21 10:57:46
140 ElementsOfMachineLearning\data\ml-100k\u.user 22.1 KB 2017/7/21 10:57:46
141 ElementsOfMachineLearning\data\ml-100k\u1.base 1.51 MB 2017/7/21 10:57:46
142 ElementsOfMachineLearning\data\ml-100k\u1.test 383.43 KB 2017/7/21 10:57:46
143 ElementsOfMachineLearning\data\ml-100k\u2.base 1.51 MB 2017/7/21 10:57:46
144 ElementsOfMachineLearning\data\ml-100k\u2.test 385.96 KB 2017/7/21 10:57:46
145 ElementsOfMachineLearning\data\ml-100k\u3.base 1.51 MB 2017/7/21 10:57:46
146 ElementsOfMachineLearning\data\ml-100k\u3.test 387.33 KB 2017/7/21 10:57:46
147 ElementsOfMachineLearning\data\ml-100k\u4.base 1.51 MB 2017/7/21 10:57:46
148 ElementsOfMachineLearning\data\ml-100k\u4.test 387.98 KB 2017/7/21 10:57:46
149 ElementsOfMachineLearning\data\ml-100k\u5.base 1.51 MB 2017/7/21 10:57:46
150 ElementsOfMachineLearning\data\ml-100k\u5.test 388.08 KB 2017/7/21 10:57:46
151 ElementsOfMachineLearning\data\ml-100k\ua.base 1.71 MB 2017/7/21 10:57:46
152 ElementsOfMachineLearning\data\ml-100k\ua.test 182.3 KB 2017/7/21 10:57:46
153 ElementsOfMachineLearning\data\ml-100k\ub.base 1.71 MB 2017/7/21 10:57:46
154 ElementsOfMachineLearning\data\ml-100k\ub.test 182.32 KB 2017/7/21 10:57:46
155 ElementsOfMachineLearning\data\ml-100k.zip 4.7 MB 2017/7/20 10:45:57
156 ElementsOfMachineLearning\data\spambase 0 Bytes 2017/8/8 19:22:08
157 ElementsOfMachineLearning\data\spambase\spambase.DOCUMENTATION 6.28 KB 1999/8/17 11:48:54
158 ElementsOfMachineLearning\data\spambase\spambase.data 686.47 KB 1999/8/16 22:24:14
159 ElementsOfMachineLearning\data\spambase\spambase.names 3.48 KB 1999/8/17 11:42:30
160 ElementsOfMachineLearning\data\spambase.zip 122.51 KB 2017/8/8 19:18:24
161 ElementsOfMachineLearning\data\t10k-images.idx3-ubyte 7.48 MB 1998/1/26 23:07:25
162 ElementsOfMachineLearning\data\t10k-labels.idx1-ubyte 9.77 KB 1998/1/26 23:07:48
163 ElementsOfMachineLearning\data\train-images.idx3-ubyte 44.86 MB 1996/11/18 23:36:26
164 ElementsOfMachineLearning\data\train-labels.idx1-ubyte 58.6 KB 1996/11/18 23:36:38
165 ElementsOfMachineLearning\data\weatherNominal.mat 1.06 KB 2016/5/18 8:56:56
166 ElementsOfMachineLearning\data\weatherNumeric.mat 1.04 KB 2016/5/18 8:47:42
167 ElementsOfMachineLearning\readme.txt 125 Bytes 2017/12/31 11:24:55
168 ElementsOfMachineLearning\setpath.m 208 Bytes 2017/12/31 11:20:56
169 ElementsOfMachineLearning\utilities 0 Bytes 2017/7/17 10:33:34
170 ElementsOfMachineLearning\utilities\displayMNISTData.m 1.47 KB 2017/2/26 16:30:12
171 ElementsOfMachineLearning\utilities\fmincg.m 8.54 KB 2013/11/11 9:39:22
172 ElementsOfMachineLearning\utilities\loadMNISTidx1.m 667 Bytes 2017/2/24 16:40:42
173 ElementsOfMachineLearning\utilities\loadMNISTidx3.m 1.02 KB 2017/2/6 14:00:45
174 ElementsOfMachineLearning\utilities\plot2DGaussians.m 856 Bytes 2017/8/9 20:48:44
175 ElementsOfMachineLearning\utilities\sampling.m 372 Bytes 2017/2/6 12:23:53

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