├── CH02 ├── EXTRAS │ ├── README.txt │ ├── createDist.py │ ├── createDist2.py │ └── createFirstPlot.py ├── KNN-2.1.py ├── KNN-2.2.py ├── KNN2_3.py ├── datingTestSet.txt ├── datingTestSet2.txt ├── demo.py ├── digits.zip ├── testDigits │ ├── 0_0.txt │ ├── 0_1.txt │ ├── 0_10.txt │ ├── 0_11.txt │ ├── 0_12.txt │ ├── 0_13.txt │ ├── 0_14.txt │ ├── 0_15.txt │ ├── 0_16.txt │ ├── 0_17.txt │ ├── 0_18.txt │ ├── 0_19.txt │ ├── 0_2.txt │ ├── 0_20.txt │ ├── 0_21.txt │ ├── 0_22.txt │ ├── 0_23.txt │ ├── 0_24.txt │ ├── 0_25.txt │ ├── 0_26.txt │ ├── 0_27.txt │ ├── 0_28.txt │ ├── 0_29.txt │ ├── 0_3.txt │ ├── 0_30.txt │ ├── 0_31.txt │ ├── 0_32.txt │ ├── 0_33.txt │ ├── 0_34.txt │ ├── 0_35.txt │ ├── 0_36.txt │ ├── 0_37.txt │ ├── 0_38.txt │ ├── 0_39.txt │ ├── 0_4.txt │ ├── 0_40.txt │ ├── 0_41.txt │ ├── 0_42.txt │ ├── 0_43.txt │ ├── 0_44.txt │ ├── 0_45.txt │ ├── 0_46.txt │ ├── 0_47.txt │ ├── 0_48.txt │ ├── 0_49.txt │ ├── 0_5.txt │ ├── 0_50.txt │ ├── 0_51.txt │ ├── 0_52.txt │ ├── 0_53.txt │ ├── 0_54.txt │ ├── 0_55.txt │ ├── 0_56.txt │ ├── 0_57.txt │ ├── 0_58.txt │ ├── 0_59.txt │ ├── 0_6.txt │ ├── 0_60.txt │ ├── 0_61.txt │ ├── 0_62.txt │ ├── 0_63.txt │ ├── 0_64.txt │ ├── 0_65.txt │ ├── 0_66.txt │ ├── 0_67.txt │ ├── 0_68.txt │ ├── 0_69.txt │ ├── 0_7.txt │ ├── 0_70.txt │ ├── 0_71.txt │ ├── 0_72.txt │ ├── 0_73.txt │ ├── 0_74.txt │ ├── 0_75.txt │ ├── 0_76.txt │ ├── 0_77.txt │ ├── 0_78.txt │ ├── 0_79.txt │ ├── 0_8.txt │ ├── 0_80.txt │ ├── 0_81.txt │ ├── 0_82.txt │ ├── 0_83.txt │ ├── 0_84.txt │ ├── 0_85.txt │ ├── 0_86.txt │ ├── 0_9.txt │ ├── 1_0.txt │ ├── 1_1.txt │ ├── 1_10.txt │ ├── 1_11.txt │ ├── 1_12.txt │ ├── 1_2.txt │ ├── 1_3.txt │ ├── 1_4.txt │ ├── 1_5.txt │ ├── 1_6.txt │ ├── 1_7.txt │ ├── 1_8.txt │ └── 1_9.txt └── trainingDigits │ ├── 1 │ └── trainingDigits │ ├── 0_0.txt │ ├── 0_1.txt │ ├── 0_10.txt │ ├── 0_11.txt │ ├── 0_12.txt │ ├── 0_13.txt │ ├── 0_14.txt │ ├── 0_15.txt │ ├── 0_16.txt │ ├── 0_17.txt │ ├── 0_18.txt │ ├── 0_19.txt │ ├── 0_2.txt │ ├── 0_20.txt │ ├── 0_21.txt │ ├── 0_22.txt │ ├── 0_23.txt │ ├── 0_24.txt │ ├── 0_25.txt │ ├── 0_26.txt │ ├── 0_27.txt │ ├── 0_28.txt │ ├── 0_29.txt │ ├── 0_3.txt │ ├── 0_30.txt │ ├── 0_31.txt │ ├── 0_32.txt │ ├── 0_33.txt │ ├── 0_34.txt │ ├── 0_35.txt │ ├── 0_36.txt │ ├── 0_37.txt │ ├── 0_38.txt │ ├── 0_39.txt │ ├── 0_4.txt │ ├── 0_40.txt │ ├── 0_41.txt │ ├── 0_42.txt │ ├── 0_43.txt │ ├── 0_44.txt │ ├── 0_45.txt │ ├── 0_46.txt │ ├── 0_47.txt │ ├── 0_48.txt │ ├── 0_49.txt │ ├── 0_5.txt │ ├── 0_50.txt │ ├── 0_51.txt │ ├── 0_52.txt │ ├── 0_53.txt │ ├── 0_54.txt │ ├── 0_55.txt │ ├── 0_56.txt │ ├── 0_57.txt │ ├── 0_58.txt │ ├── 0_59.txt │ ├── 0_6.txt │ ├── 0_60.txt │ ├── 0_61.txt │ ├── 0_62.txt │ ├── 0_63.txt │ ├── 0_64.txt │ ├── 0_65.txt │ ├── 0_66.txt │ ├── 0_67.txt │ ├── 0_68.txt │ ├── 0_69.txt │ ├── 0_7.txt │ ├── 0_70.txt │ ├── 0_71.txt │ ├── 0_72.txt │ ├── 0_73.txt │ ├── 0_74.txt │ ├── 0_75.txt │ ├── 0_76.txt │ ├── 0_77.txt │ ├── 0_78.txt │ ├── 0_79.txt │ ├── 0_8.txt │ ├── 0_80.txt │ ├── 0_81.txt │ ├── 0_82.txt │ ├── 0_83.txt │ ├── 0_84.txt │ ├── 0_85.txt │ ├── 0_86.txt │ ├── 0_87.txt │ ├── 0_88.txt │ ├── 0_89.txt │ ├── 0_9.txt │ ├── 0_90.txt │ ├── 0_91.txt │ ├── 0_92.txt │ ├── 0_93.txt │ ├── 0_94.txt │ ├── 0_95.txt │ ├── 0_96.txt │ ├── 0_97.txt │ ├── 0_98.txt │ └── 0_99.txt ├── CH03 ├── DecisionTree.py ├── TreePlot.py ├── classifierStorage.txt └── lenses.txt ├── CH04 ├── Naive Bayes.py └── email.zip ├── CH05 ├── EXTRAS │ ├── README.txt │ ├── plot2D.py │ ├── plotGD.py │ ├── plotSDerror.py │ └── sigmoidPlot.py ├── LogRegression.py ├── horseColicTest.txt ├── horseColicTraining.txt └── testSet.txt ├── CH06 ├── digits.zip ├── svmMLIA.py ├── testSet.txt ├── testSetRBF.txt └── testSetRBF2.txt ├── CH07 ├── EXTRAS │ ├── README.txt │ └── simpleDataPlot.py ├── adaboost.py ├── horseColicTest2.txt └── horseColicTraining2.txt ├── CH08 ├── abalone.txt ├── demo.py ├── ex0.txt ├── ex1.txt ├── regression.py └── setHtml │ ├── lego10030.html │ ├── lego10179.html │ ├── lego10181.html │ ├── lego10189.html │ ├── lego10196.html │ └── lego8288.html ├── CH09 ├── bikeSpeedVsIq_test.txt ├── bikeSpeedVsIq_train.txt ├── ex0.txt ├── ex00.txt ├── ex2.txt ├── ex2test.txt ├── exp.txt ├── exp2.txt ├── expTest.txt ├── regreTree.py └── sine.txt ├── CH10 ├── Portland.png ├── kMeans.py ├── places.txt ├── portlandClubs.txt ├── testSet.txt └── testSet2.txt ├── CH11 ├── apriori.py ├── bills20DataSet.txt ├── lawAssnRules.txt ├── meaning20.txt ├── mushroom.dat ├── recent100bills.txt └── recent20bills.txt ├── CH12 ├── FPGrowth.py └── kosarak.zip ├── CH13 ├── PCA.py ├── extras │ ├── createFig1.py │ ├── createFig2.py │ ├── createFig3.py │ └── createFig4.py ├── iris.data.txt ├── secom.data ├── testSet.txt └── testSet3.txt ├── CH14 ├── 0_5.txt └── SVD.py ├── Info-graphs ├── 1 ├── jn1.png ├── jn2.png ├── jn3.png └── s26696371.jpg ├── Kaggle ├── Details └── House_price │ ├── House_price.ipynb │ ├── details │ ├── sample_submission.csv │ ├── test.csv │ └── train.csv ├── README.md └── jupyter notebook ├── 1.KNN.ipynb ├── 10.K-Means.ipynb ├── 2.DecisionTree.ipynb ├── 3_Naive Bayes.ipynb ├── 4.LogRegression.ipynb ├── Readme_plz ├── data ├── datingTestSet.txt ├── datingTestSet2.txt └── trainingDigits │ └── 1 ├── how to use sklearn.ipynb └── pic ├── 1.png ├── 10.png ├── 11.png ├── 12.png ├── 13.png ├── 14.png ├── 15.png ├── 16.png ├── 17.jpg ├── 17.png ├── 18.png ├── 19.png ├── 2.png ├── 20.png ├── 21.jpg ├── 22.jpg ├── 22.png ├── 23.jpg ├── 23.png ├── 24.jpg ├── 24.png ├── 25.jpg ├── 25.png ├── 26.jpg ├── 26.png ├── 27.png ├── 3.png ├── 4.png ├── 5.png ├── 6.png ├── 7.png ├── 8.png ├── 9.png ├── os.png ├── readme └── sorted.png /CH02/EXTRAS/README.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhangdongaoZzz/MLiA-python3/89bc35b82074bd9be0fa36f55bbcda6f89533273/CH02/EXTRAS/README.txt -------------------------------------------------------------------------------- /CH02/EXTRAS/createFirstPlot.py: -------------------------------------------------------------------------------- 1 | ''' 2 | Created on Oct 27, 2010 3 | 4 | @author: Peter 5 | ''' 6 | from numpy import * 7 | import kNN 8 | import matplotlib 9 | import matplotlib.pyplot as plt 10 | fig = plt.figure() 11 | ax = fig.add_subplot(111) 12 | datingDataMat,datingLabels = kNN.file2matrix('datingTestSet.txt') 13 | #ax.scatter(datingDataMat[:,1], datingDataMat[:,2]) 14 | ax.scatter(datingDataMat[:,1], datingDataMat[:,2], 15.0*array(datingLabels), 15.0*array(datingLabels)) 15 | ax.axis([-2,25,-0.2,2.0]) 16 | plt.xlabel('Percentage of Time Spent Playing Video Games') 17 | plt.ylabel('Liters of Ice Cream Consumed Per Week') 18 | plt.show() 19 | -------------------------------------------------------------------------------- /CH02/KNN-2.1.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | import operator 3 | 4 | def creatDataSet(): 5 | group=np.array([[1.0,1.1],[1.0,1.0],[0,0],[0,0.1]]) //已分类数据坐标,4个点 2个类 6 | labels=['A','A','B','B'] //tag for every dataset 7 | return group,labels 8 | 9 | def classify0(inX,dataSet,labels,k): //inX 分类目标 10 | //计算inX与每个点的距离 11 | diffmat=dataSet-inX 12 | sqdiffmat=diffmat**2 13 | sqdiffmat=np.sum(sqdiffmat,axis=1) 14 | distance=sqdiffmat**0.5 15 | 16 | sorteddistanceindex=distance.argsort() //根据以上计算的距离排序 17 | ans={} 18 | for i in range(k): //对比前K个数据，对类别计数 19 | ans[labels[sorteddistanceindex[i]]] =ans.get(labels[sorteddistanceindex[i]],0)+1 20 | # vote=labels[sorteddistanceindex[i]] 21 | # ans[vote]=ans.get(vote,0)+1 22 | sortedclasscount=sorted(ans.items(),key=operator.itemgetter(1),reverse=True) //对ans排序，从大到小 23 | return sortedclasscount[0][0] //返回次数最多的类 24 | 25 | -------------------------------------------------------------------------------- /CH02/demo.py: -------------------------------------------------------------------------------- 1 | import KNN 2 | import matplotlib.pyplot as plt 3 | import numpy as np 4 | from pylab import * 5 | 6 | 7 | #2.2 8 | group,labels=KNN.creatDataSet() 9 | 10 | datingDataMat,datingLabels=KNN.file2matrix(r'C:\Users\zhang\Desktop\ml\machinelearninginaction\Ch02\datingTestSet2.txt') 11 | 12 | KNN.plot_KNN(datingDataMat,datingLabels,0,2) 13 | 14 | print(KNN.autoNorm(datingDataMat)) 15 | 16 | KNN.datingClassTest(r'C:\Users\zhang\Desktop\ml\machinelearninginaction\Ch02\datingTestSet2.txt') 17 | 18 | #2.3 19 | c=KNN2.img2vector(r'C:\Users\zhang\Desktop\ml\machinelearninginaction\Ch02\trainingDigits\0_0.txt') 20 | KNN2.handwritingClassTest() 21 | -------------------------------------------------------------------------------- /CH02/digits.zip: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhangdongaoZzz/MLiA-python3/89bc35b82074bd9be0fa36f55bbcda6f89533273/CH02/digits.zip -------------------------------------------------------------------------------- /CH02/testDigits/0_0.txt: -------------------------------------------------------------------------------- 1 | 00000000000001100000000000000000 2 | 00000000000011111100000000000000 3 | 00000000000111111111000000000000 4 | 00000000011111111111000000000000 5 | 00000001111111111111100000000000 6 | 00000000111111100011110000000000 7 | 00000001111110000001110000000000 8 | 00000001111110000001110000000000 9 | 00000011111100000001110000000000 10 | 00000011111100000001111000000000 11 | 00000011111100000000011100000000 12 | 00000011111100000000011100000000 13 | 00000011111000000000001110000000 14 | 00000011111000000000001110000000 15 | 00000001111100000000000111000000 16 | 00000001111100000000000111000000 17 | 00000001111100000000000111000000 18 | 00000011111000000000000111000000 19 | 00000011111000000000000111000000 20 | 00000000111100000000000011100000 21 | 00000000111100000000000111100000 22 | 00000000111100000000000111100000 23 | 00000000111100000000001111100000 24 | 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00000000000000011111100000000000 33 | -------------------------------------------------------------------------------- /CH02/testDigits/0_13.txt: -------------------------------------------------------------------------------- 1 | 00000000000000111100000000000000 2 | 00000000000011111110000000000000 3 | 00000000000111111111000000000000 4 | 00000000001111111111100000000000 5 | 00000000001111111111100000000000 6 | 00000000111111111111110000000000 7 | 00000000011111111111111000000000 8 | 00000000111111110111111000000000 9 | 00000001111110000000111100000000 10 | 00000001111110000000011100000000 11 | 00000011111110000000011100000000 12 | 00000011111100000000011100000000 13 | 00000011111100000000011100000000 14 | 00000001111100000000001111000000 15 | 00000001111000000000000111000000 16 | 00000011110000000000000111000000 17 | 00000011110000000000000111000000 18 | 00000011110000000000000111000000 19 | 00000011110000000000000111000000 20 | 00000011110000000000000111000000 21 | 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00000000000111111110000000000000 3 | 00000000001111111111000000000000 4 | 00000000011111111111111000000000 5 | 00000000011111111111111000000000 6 | 00000000011111111111111000000000 7 | 00000000111111111111111100000000 8 | 00000001111111111111111100000000 9 | 00000001111100101011111100000000 10 | 00000001111100000011111100000000 11 | 00000001111100000011111110000000 12 | 00000001111100000011111110000000 13 | 00000011111100000000111110000000 14 | 00000011111100000000011111000000 15 | 00000001111100000000011111000000 16 | 00000001111100000000011111000000 17 | 00000001111100000000011111000000 18 | 00000001111000000000011111000000 19 | 00000001111000000000011111000000 20 | 00000011111000000000011111000000 21 | 00000001111100000000011111000000 22 | 00000001111100000000011111000000 23 | 00000001111100000000111111000000 24 | 00000001111110000000111111000000 25 | 00000000111110000000111110000000 26 | 00000000111110000011111100000000 27 | 00000000011111111111111100000000 28 | 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00000000111111111111100000000000 6 | 00000000111111111111110000000000 7 | 00000000111110000011111000000000 8 | 00000001111100000000111000000000 9 | 00000001111100000000011000000000 10 | 00000001111100000000011000000000 11 | 00000001111100000000011100000000 12 | 00000001111000000000011110000000 13 | 00000001111000000000001110000000 14 | 00000001111000000000001110000000 15 | 00000011111000000000000111000000 16 | 00000011111000000000000111000000 17 | 00000011111000000000000111000000 18 | 00000001111000000000000111000000 19 | 00000001111000000000000111000000 20 | 00000001111000000000000111000000 21 | 00000001111000000000000111000000 22 | 00000001111000000000000111000000 23 | 00000001111100000000001111000000 24 | 00000001111100000000011111000000 25 | 00000001111100000000011111000000 26 | 00000000111110000000111110000000 27 | 00000000111111111111111110000000 28 | 00000000111111111111111000000000 29 | 00000000011111111111111000000000 30 | 00000000011111111111110000000000 31 | 00000000000011111111000000000000 32 | 00000000000001111100000000000000 33 | -------------------------------------------------------------------------------- /CH02/trainingDigits/trainingDigits/0_50.txt: -------------------------------------------------------------------------------- 1 | 00000000000001100000000000000000 2 | 00000000001111111100000000000000 3 | 00000000001111111110000000000000 4 | 00000000001111111111100000000000 5 | 00000000011111111111110000000000 6 | 00000000011111111111111000000000 7 | 00000000111110000111111000000000 8 | 00000000111100000011111100000000 9 | 00000000111100000001111100000000 10 | 00000000111000000001111100000000 11 | 00000001111000000000111110000000 12 | 00000001111000000000011110000000 13 | 00000001110000000000001110000000 14 | 00000001110000000000001110000000 15 | 00000001110000000000001110000000 16 | 00000011110000000000001110000000 17 | 00000011110000000000001111000000 18 | 00000011110000000000000111000000 19 | 00000011110000000000000111000000 20 | 00000011110000000000000111000000 21 | 00000011110000000000000111000000 22 | 00000011111000000000000110000000 23 | 00000001111000000000001110000000 24 | 00000001111000000000001110000000 25 | 00000000111100000000001110000000 26 | 00000000111110000000011110000000 27 | 00000000111111000000111110000000 28 | 00000000011111111111111100000000 29 | 00000000011111111111111100000000 30 | 00000000001111111111111000000000 31 | 00000000000001111111110000000000 32 | 00000000000000011111110000000000 33 | -------------------------------------------------------------------------------- /CH02/trainingDigits/trainingDigits/0_51.txt: -------------------------------------------------------------------------------- 1 | 00000000000000000000000000000000 2 | 00000000001111111000000000000000 3 | 00000000011111111100000000000000 4 | 00000000011111111111000000000000 5 | 00000000011111111111110000000000 6 | 00000000011111001111111100000000 7 | 00000000111110001111111100000000 8 | 00000000111110000111111100000000 9 | 00000000111100000111111100000000 10 | 00000001111100000011111100000000 11 | 00000001111000000001111110000000 12 | 00000001111000000000011110000000 13 | 00000001111000000000011111000000 14 | 00000001111000000000001111000000 15 | 00000001111000000000001111000000 16 | 00000011110000000000001111000000 17 | 00000011110000000000000111000000 18 | 00000011110000000000000111000000 19 | 00000011110000000000000111000000 20 | 00000011110000000000001111000000 21 | 00000011110000000000001111000000 22 | 00000001111000000000001111000000 23 | 00000001111000000000001111000000 24 | 00000001111000000000001111000000 25 | 00000001111000000000001111000000 26 | 00000000111100000000111110000000 27 | 00000000111100000000111110000000 28 | 00000000111111000011111110000000 29 | 00000000011111111111111100000000 30 | 00000000001111111111111110000000 31 | 00000000000111111111111000000000 32 | 00000000000001111111100000000000 33 | -------------------------------------------------------------------------------- /CH02/trainingDigits/trainingDigits/0_52.txt: -------------------------------------------------------------------------------- 1 | 00000000000111000000000000000000 2 | 00000000001111100000000000000000 3 | 00000000011111111110000000000000 4 | 00000000011111111110000000000000 5 | 00000000011111111110000000000000 6 | 00000000111111111111100000000000 7 | 00000000111111111111110000000000 8 | 00000000111111111111110000000000 9 | 00000001111100100011111000000000 10 | 00000001111000000001111000000000 11 | 00000001111000000000111100000000 12 | 00000001111000000000111100000000 13 | 00000011110000000000111110000000 14 | 00000001111000000000001111000000 15 | 00000001111000000000001111000000 16 | 00000001111000000000001111000000 17 | 00000011110000000000001111000000 18 | 00000011110000000000001111000000 19 | 00000011110000000000001110000000 20 | 00000011110000000000001110000000 21 | 00000001111000000000000111000000 22 | 00000001111000000000001111000000 23 | 00000001111000000000001111000000 24 | 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| 00000001111000000000011111000000 14 | 00000011111000000000001111000000 15 | 00000011111000000000001111000000 16 | 00000001111000000000001111000000 17 | 00000001111000000000001111000000 18 | 00000001111000000000001111000000 19 | 00000001111000000000001111000000 20 | 00000001111000000000001111000000 21 | 00000001111100000000001111000000 22 | 00000001111100000000001111000000 23 | 00000001111100000000001111000000 24 | 00000001111100000000001111000000 25 | 00000001111110000000011111000000 26 | 00000000111111000111111111000000 27 | 00000000111111101111111110000000 28 | 00000000111111111111111110000000 29 | 00000000001111111111111000000000 30 | 00000000001111111111110000000000 31 | 00000000001111111110000000000000 32 | 00000000000111111100000000000000 33 | -------------------------------------------------------------------------------- /CH02/trainingDigits/trainingDigits/0_54.txt: -------------------------------------------------------------------------------- 1 | 00000000000011000000000000000000 2 | 00000000000111110000000000000000 3 | 00000000011111111100000000000000 4 | 00000000011111111110000000000000 5 | 00000000111111111111000000000000 6 | 00000001111111111111100000000000 7 | 00000001111111111111110000000000 8 | 00000001111111111111110000000000 9 | 00000011111100000111111000000000 10 | 00000011111100000011111000000000 11 | 00000001111100000000111100000000 12 | 00000001111100000000111100000000 13 | 00000001111100000000111100000000 14 | 00000001111000000000011110000000 15 | 00000001111000000000011110000000 16 | 00000001110000000000011110000000 17 | 00000011110000000000011111000000 18 | 00000011110000000000011111000000 19 | 00000011110000000000011111000000 20 | 00000011110000000000011111000000 21 | 00000011110000000000011111000000 22 | 00000011110000000000011111000000 23 | 00000011110000000000011110000000 24 | 00000001111000000000011111000000 25 | 00000001111000000011111110000000 26 | 00000000111100001111111110000000 27 | 00000000111111111111111110000000 28 | 00000000111111111111111100000000 29 | 00000000011111111111110000000000 30 | 00000000011111111111110000000000 31 | 00000000001111111111000000000000 32 | 00000000000001100000000000000000 33 | -------------------------------------------------------------------------------- /CH03/classifierStorage.txt: -------------------------------------------------------------------------------- 1 | (dp0 2 | S'booze' 3 | p1 4 | (dp2 5 | I0 6 | S'no' 7 | p3 8 | sI1 9 | (dp4 10 | S'weed' 11 | p5 12 | (dp6 13 | I0 14 | g3 15 | sI1 16 | S'yes' 17 | p7 18 | ssss. -------------------------------------------------------------------------------- /CH03/lenses.txt: -------------------------------------------------------------------------------- 1 | young myope no reduced no lenses 2 | young myope no normal soft 3 | young myope yes reduced no lenses 4 | young myope yes normal hard 5 | young hyper no reduced no lenses 6 | young hyper no normal soft 7 | young hyper yes reduced no lenses 8 | young hyper yes normal hard 9 | pre myope no reduced no lenses 10 | pre myope no normal soft 11 | pre myope yes reduced no lenses 12 | pre myope yes normal hard 13 | pre hyper no reduced no lenses 14 | pre hyper no normal soft 15 | pre hyper yes reduced no lenses 16 | pre hyper yes normal no lenses 17 | presbyopic myope no reduced no lenses 18 | presbyopic myope no normal no lenses 19 | presbyopic myope yes reduced no lenses 20 | presbyopic myope yes normal hard 21 | presbyopic hyper no reduced no lenses 22 | presbyopic hyper no normal soft 23 | presbyopic hyper yes reduced no lenses 24 | presbyopic hyper yes normal no lenses 25 | -------------------------------------------------------------------------------- /CH04/email.zip: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhangdongaoZzz/MLiA-python3/89bc35b82074bd9be0fa36f55bbcda6f89533273/CH04/email.zip -------------------------------------------------------------------------------- /CH05/EXTRAS/README.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhangdongaoZzz/MLiA-python3/89bc35b82074bd9be0fa36f55bbcda6f89533273/CH05/EXTRAS/README.txt -------------------------------------------------------------------------------- /CH05/EXTRAS/sigmoidPlot.py: -------------------------------------------------------------------------------- 1 | ''' 2 | Created on Oct 6, 2010 3 | 4 | @author: Peter 5 | ''' 6 | import sys 7 | from pylab import * 8 | 9 | t = arange(-60.0, 60.3, 0.1) 10 | s = 1/(1 + exp(-t)) 11 | ax = subplot(211) 12 | ax.plot(t,s) 13 | ax.axis([-5,5,0,1]) 14 | plt.xlabel('x') 15 | plt.ylabel('Sigmoid(x)') 16 | ax = subplot(212) 17 | ax.plot(t,s) 18 | ax.axis([-60,60,0,1]) 19 | plt.xlabel('x') 20 | plt.ylabel('Sigmoid(x)') 21 | show() -------------------------------------------------------------------------------- /CH06/digits.zip: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhangdongaoZzz/MLiA-python3/89bc35b82074bd9be0fa36f55bbcda6f89533273/CH06/digits.zip -------------------------------------------------------------------------------- /CH07/EXTRAS/README.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhangdongaoZzz/MLiA-python3/89bc35b82074bd9be0fa36f55bbcda6f89533273/CH07/EXTRAS/README.txt -------------------------------------------------------------------------------- /CH07/EXTRAS/simpleDataPlot.py: -------------------------------------------------------------------------------- 1 | ''' 2 | Created on Dec 13, 2010 3 | 4 | @author: Peter 5 | ''' 6 | from numpy import * 7 | import matplotlib 8 | import matplotlib.pyplot as plt 9 | datMat = matrix([[ 1. , 2.1], 10 | [ 1.5, 1.6], 11 | [ 1.3, 1. ], 12 | [ 1. , 1. ], 13 | [ 2. , 1. ]]) 14 | classLabels = [1.0, 1.0, -1.0, -1.0, 1.0] 15 | 16 | 17 | xcord0 = [] 18 | ycord0 = [] 19 | xcord1 = [] 20 | ycord1 = [] 21 | markers =[] 22 | colors =[] 23 | 24 | for i in range(len(classLabels)): 25 | if classLabels[i]==1.0: 26 | xcord1.append(datMat[i,0]), ycord1.append(datMat[i,1]) 27 | else: 28 | xcord0.append(datMat[i,0]), ycord0.append(datMat[i,1]) 29 | fig = plt.figure() 30 | ax = fig.add_subplot(111) 31 | ax.scatter(xcord0,ycord0, marker='s', s=90) 32 | ax.scatter(xcord1,ycord1, marker='o', s=50, c='red') 33 | plt.title('decision stump test data') 34 | plt.show() 35 | -------------------------------------------------------------------------------- /CH08/demo.py: -------------------------------------------------------------------------------- 1 | import regression 2 | xArr,yArr=regression.loadDataSet() 3 | # print(xArr[0:2]) 4 | w=regression.standRegres(xArr,yArr) 5 | # print(w) 6 | 7 | print(yArr[0],regression.lwlr(xArr[0],xArr,yArr,0.001)) 8 | 9 | yHat=regression.lwlrTest(xArr,xArr,yArr,0.003) 10 | print(yHat ) 11 | xMat=np.mat(xArr) 12 | srtInd=xMat[:,1].argsort(0) #? 13 | xSort=xMat[srtInd][:,0,:] #? 14 | 15 | fig=plt.figure() 16 | ax=fig.add_subplot(111) 17 | ax.plot(xSort[:,1],yHat[srtInd]) 18 | ax.scatter(xMat[:,1].flatten().A[0],mat(yArr).T.flatten().A[0],s=2,c='red') 19 | plt.show() 20 | -------------------------------------------------------------------------------- /CH10/Portland.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhangdongaoZzz/MLiA-python3/89bc35b82074bd9be0fa36f55bbcda6f89533273/CH10/Portland.png -------------------------------------------------------------------------------- /CH11/recent20bills.txt: -------------------------------------------------------------------------------- 1 | 12939 Prohibiting Federal Funding of National Public Radio 2 | 12940 Removing Troops from Afghanistan 3 | 12830 Prioritizing Payment of Public Debt 4 | 12857 Calling for a Balanced Budget Constitutional Amendment 5 | 12988 Terminating the Home Affordable Modification Program 6 | 12040 Repealing Business Transaction Reporting Requirements 7 | 12465 Repealing the Health Care Bill 8 | 11451 Science and Technology Funding 9 | 11364 Credit Default Swap Regulations 10 | 11820 "Whistleblower Protection" for Offshore Oil Workers 11 | 12452 Treaty with Russia to Reduce and Limit Offensive Arms 12 | 11318 Derivatives Regulation Modifications 13 | 11414 Repealing "Don't Ask, Don't Tell" After Military Review and Certification 14 | 11719 Unemployment Benefits Extension 15 | 11205 Prohibiting 2010- 2011 Congressional Cost-of-Living Pay Increase 16 | 12747 Prohibiting Use of Federal Funds For Planned Parenthood 17 | 12792 Reducing Federal Funding of the US Institute of Peace 18 | 12827 Prohibiting the Use of Federal Funds for NASCAR Sponsorships 19 | 12445 Mine Safety Act 20 | 12049 2010-2011 Defense Authorizations -------------------------------------------------------------------------------- /CH12/kosarak.zip: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhangdongaoZzz/MLiA-python3/89bc35b82074bd9be0fa36f55bbcda6f89533273/CH12/kosarak.zip -------------------------------------------------------------------------------- /CH13/extras/createFig1.py: -------------------------------------------------------------------------------- 1 | ''' 2 | Created on Jun 1, 2011 3 | 4 | @author: Peter 5 | ''' 6 | from numpy import * 7 | import matplotlib 8 | import matplotlib.pyplot as plt 9 | 10 | n = 1000 #number of points to create 11 | xcord0 = [] 12 | ycord0 = [] 13 | xcord1 = [] 14 | ycord1 = [] 15 | markers =[] 16 | colors =[] 17 | fw = open('testSet.txt','w') 18 | for i in range(n): 19 | [r0,r1] = random.standard_normal(2) 20 | fFlyer = r0 + 9.0 21 | tats = 1.0*r1 + fFlyer + 0 22 | xcord0.append(fFlyer) 23 | ycord0.append(tats) 24 | fw.write("%f\t%f\n" % (fFlyer, tats)) 25 | 26 | fw.close() 27 | fig = plt.figure() 28 | ax = fig.add_subplot(111) 29 | ax.scatter(xcord0,ycord0, marker='^', s=90) 30 | plt.xlabel('hours of direct sunlight') 31 | plt.ylabel('liters of water') 32 | plt.show() -------------------------------------------------------------------------------- /CH13/extras/createFig2.py: -------------------------------------------------------------------------------- 1 | ''' 2 | Created on Jun 1, 2011 3 | 4 | @author: Peter 5 | ''' 6 | from numpy import * 7 | import matplotlib 8 | import matplotlib.pyplot as plt 9 | import pca 10 | 11 | dataMat = pca.loadDataSet('testSet.txt') 12 | lowDMat, reconMat = pca.pca(dataMat, 1) 13 | 14 | fig = plt.figure() 15 | ax = fig.add_subplot(111) 16 | ax.scatter(dataMat[:,0], dataMat[:,1], marker='^', s=90) 17 | ax.scatter(reconMat[:,0], reconMat[:,1], marker='o', s=50, c='red') 18 | plt.show() -------------------------------------------------------------------------------- /CH13/extras/createFig4.py: -------------------------------------------------------------------------------- 1 | ''' 2 | Created on Jun 14, 2011 3 | 4 | @author: Peter 5 | ''' 6 | from numpy import * 7 | import matplotlib 8 | import matplotlib.pyplot as plt 9 | import pca 10 | 11 | dataMat = pca.replaceNanWithMean() 12 | 13 | #below is a quick hack copied from pca.pca() 14 | meanVals = mean(dataMat, axis=0) 15 | meanRemoved = dataMat - meanVals #remove mean 16 | covMat = cov(meanRemoved, rowvar=0) 17 | eigVals,eigVects = linalg.eig(mat(covMat)) 18 | eigValInd = argsort(eigVals) #sort, sort goes smallest to largest 19 | eigValInd = eigValInd[::-1]#reverse 20 | sortedEigVals = eigVals[eigValInd] 21 | total = sum(sortedEigVals) 22 | varPercentage = sortedEigVals/total*100 23 | 24 | fig = plt.figure() 25 | ax = fig.add_subplot(111) 26 | ax.plot(range(1, 21), varPercentage[:20], marker='^') 27 | plt.xlabel('Principal Component Number') 28 | plt.ylabel('Percentage of Variance') 29 | plt.show() -------------------------------------------------------------------------------- /CH14/0_5.txt: -------------------------------------------------------------------------------- 1 | 00000000000000110000000000000000 2 | 00000000000011111100000000000000 3 | 00000000000111111110000000000000 4 | 00000000001111111111000000000000 5 | 00000000111111111111100000000000 6 | 00000001111111111111110000000000 7 | 00000000111111111111111000000000 8 | 00000000111111100001111100000000 9 | 00000001111111000001111100000000 10 | 00000011111100000000111100000000 11 | 00000011111100000000111110000000 12 | 00000011111100000000011110000000 13 | 00000011111100000000011110000000 14 | 00000001111110000000001111000000 15 | 00000011111110000000001111000000 16 | 00000011111100000000001111000000 17 | 00000001111100000000001111000000 18 | 00000011111100000000001111000000 19 | 00000001111100000000001111000000 20 | 00000001111100000000011111000000 21 | 00000000111110000000001111100000 22 | 00000000111110000000001111100000 23 | 00000000111110000000001111100000 24 | 00000000111110000000011111000000 25 | 00000000111110000000111111000000 26 | 00000000111111000001111110000000 27 | 00000000011111111111111110000000 28 | 00000000001111111111111110000000 29 | 00000000001111111111111110000000 30 | 00000000000111111111111000000000 31 | 00000000000011111111110000000000 32 | 00000000000000111111000000000000 33 | -------------------------------------------------------------------------------- /Info-graphs/1: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /Info-graphs/jn1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhangdongaoZzz/MLiA-python3/89bc35b82074bd9be0fa36f55bbcda6f89533273/Info-graphs/jn1.png -------------------------------------------------------------------------------- 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-------------------------------------------------------------------------------- 1 | kaggle比赛代码 2 | -------------------------------------------------------------------------------- /Kaggle/House_price/details: -------------------------------------------------------------------------------- 1 | 房价预测代码 2 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Machine Learning in Action 2 | 3 | ## Introduce 4 | - Content: MLiA [Petter Harrington, 2012] 5 | - Format : PyCharm,jupyter notebook(recommend) 6 | - Language : Pyhton 3 7 | 8 | ## 9 | jupyter notebook 版本： 10 | ![image](https://github.com/zhangdongaoZzz/MLiA-python3/blob/master/Info-graphs/jn1.png) 11 | ![image](https://github.com/zhangdongaoZzz/MLiA-python3/blob/master/Info-graphs/jn2.png) 12 | ![image](https://github.com/zhangdongaoZzz/MLiA-python3/blob/master/Info-graphs/jn3.png) 13 | 14 | ## TO DO 15 | - Upload data 16 | - add comment for important lines 17 | 18 | ![image](https://github.com/zhangdongaoZzz/MLiA-python3/blob/master/Info-graphs/s26696371.jpg) 19 | -------------------------------------------------------------------------------- /jupyter notebook/Readme_plz: -------------------------------------------------------------------------------- 1 | 1.将整个jupyter notebook文件夹下载放在本机jupyter的默认路径 2 | 2.把所有数据放在jupyter notebook/data 下即可运行 3 | -------------------------------------------------------------------------------- /jupyter notebook/data/trainingDigits/1: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /jupyter notebook/pic/1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhangdongaoZzz/MLiA-python3/89bc35b82074bd9be0fa36f55bbcda6f89533273/jupyter notebook/pic/1.png 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