├── .gitignore ├── LICENSE ├── README.md ├── __author__ ├── __version__ ├── logo └── logo.jpeg └── src ├── .DS_Store ├── Ch12 ├── fpGrowth.py └── kosarak.dat ├── Ch13 ├── iris.data.txt ├── pca.py ├── secom.data ├── testSet.txt └── testSet3.txt ├── Ch14 ├── 0_5.txt └── svdRec.py ├── Ch15 ├── inputFile.txt ├── kickStart.txt ├── mrMean.py ├── mrMeanMapper.py ├── mrMeanReducer.py ├── mrSVM.py ├── mrSVMkickStart.py ├── myout.txt ├── pegasos.py ├── proximalSVM.py ├── svmDat2.txt ├── svmDat26 ├── svmDat27 ├── svmData.txt ├── testSet.txt └── testSet200.txt ├── ch01 └── 1_7.py ├── ch02 ├── EXTRAS │ ├── KNN.py │ ├── createDist.py │ ├── createDist2.py │ └── createFirstPlot.py ├── KNN.py ├── __pycache__ │ └── KNN.cpython-36.pyc ├── datingTestSet.txt ├── datingTestSet2.txt └── digits.zip ├── ch03 ├── lenses.txt ├── treePlotter.py └── trees.py ├── ch04 ├── __pycache__ │ └── bayes.cpython-36.pyc ├── bayes.py └── email.zip ├── ch05 ├── __pycache__ │ └── logRegres.cpython-36.pyc ├── horseColicTest.txt ├── horseColicTraining.txt ├── logRegres.py └── testSet.txt ├── ch06 ├── __pycache__ │ └── svmMLiA.cpython-36.pyc ├── digits.zip ├── svmMLiA.py ├── testSet.txt ├── testSetRBF.txt └── testSetRBF2.txt ├── ch07 ├── __pycache__ │ └── adaboost.cpython-36.pyc ├── adaboost.py ├── horseColicTest2.txt └── horseColicTraining2.txt ├── ch08 ├── __pycache__ │ └── regression.cpython-36.pyc ├── abalone.txt ├── ex0.txt ├── ex1.txt └── regression.py ├── ch09 ├── bikeSpeedVsIq_test.txt ├── bikeSpeedVsIq_train.txt ├── ex0.txt ├── ex00.txt ├── ex2.txt ├── ex2test.txt ├── exp.txt ├── exp2.txt ├── expTest.txt ├── regTrees.py └── sine.txt ├── ch10 ├── K-Means.py ├── Portland.png ├── places.txt ├── portlandClubs.txt ├── testSet.txt └── testSet2.txt └── ch11 ├── apriori.py ├── bills20DataSet.txt ├── lawAssnRules.txt ├── meaning20.txt ├── mushroom.dat ├── recent100bills.txt └── recent20bills.txt /.gitignore: -------------------------------------------------------------------------------- 1 | .DS_Store 2 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/README.md -------------------------------------------------------------------------------- /__author__: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/__author__ -------------------------------------------------------------------------------- /__version__: -------------------------------------------------------------------------------- 1 | v0.0.4 2 | -------------------------------------------------------------------------------- /logo/logo.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/logo/logo.jpeg -------------------------------------------------------------------------------- /src/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/.DS_Store -------------------------------------------------------------------------------- /src/Ch12/fpGrowth.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch12/fpGrowth.py -------------------------------------------------------------------------------- /src/Ch12/kosarak.dat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch12/kosarak.dat -------------------------------------------------------------------------------- /src/Ch13/iris.data.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch13/iris.data.txt -------------------------------------------------------------------------------- /src/Ch13/pca.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch13/pca.py -------------------------------------------------------------------------------- /src/Ch13/secom.data: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch13/secom.data -------------------------------------------------------------------------------- /src/Ch13/testSet.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch13/testSet.txt -------------------------------------------------------------------------------- /src/Ch13/testSet3.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch13/testSet3.txt -------------------------------------------------------------------------------- /src/Ch14/0_5.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch14/0_5.txt -------------------------------------------------------------------------------- /src/Ch14/svdRec.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch14/svdRec.py -------------------------------------------------------------------------------- /src/Ch15/inputFile.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch15/inputFile.txt -------------------------------------------------------------------------------- /src/Ch15/kickStart.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch15/kickStart.txt -------------------------------------------------------------------------------- /src/Ch15/mrMean.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch15/mrMean.py -------------------------------------------------------------------------------- /src/Ch15/mrMeanMapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch15/mrMeanMapper.py -------------------------------------------------------------------------------- /src/Ch15/mrMeanReducer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch15/mrMeanReducer.py -------------------------------------------------------------------------------- /src/Ch15/mrSVM.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch15/mrSVM.py -------------------------------------------------------------------------------- /src/Ch15/mrSVMkickStart.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch15/mrSVMkickStart.py -------------------------------------------------------------------------------- /src/Ch15/myout.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch15/myout.txt -------------------------------------------------------------------------------- /src/Ch15/pegasos.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch15/pegasos.py -------------------------------------------------------------------------------- /src/Ch15/proximalSVM.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch15/proximalSVM.py -------------------------------------------------------------------------------- /src/Ch15/svmDat2.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch15/svmDat2.txt -------------------------------------------------------------------------------- /src/Ch15/svmDat26: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch15/svmDat26 -------------------------------------------------------------------------------- /src/Ch15/svmDat27: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch15/svmDat27 -------------------------------------------------------------------------------- /src/Ch15/svmData.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch15/svmData.txt -------------------------------------------------------------------------------- /src/Ch15/testSet.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch15/testSet.txt -------------------------------------------------------------------------------- /src/Ch15/testSet200.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/Ch15/testSet200.txt -------------------------------------------------------------------------------- /src/ch01/1_7.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch01/1_7.py -------------------------------------------------------------------------------- /src/ch02/EXTRAS/KNN.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch02/EXTRAS/KNN.py -------------------------------------------------------------------------------- /src/ch02/EXTRAS/createDist.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch02/EXTRAS/createDist.py -------------------------------------------------------------------------------- /src/ch02/EXTRAS/createDist2.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch02/EXTRAS/createDist2.py -------------------------------------------------------------------------------- /src/ch02/EXTRAS/createFirstPlot.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch02/EXTRAS/createFirstPlot.py -------------------------------------------------------------------------------- /src/ch02/KNN.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch02/KNN.py -------------------------------------------------------------------------------- /src/ch02/__pycache__/KNN.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch02/__pycache__/KNN.cpython-36.pyc -------------------------------------------------------------------------------- /src/ch02/datingTestSet.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch02/datingTestSet.txt -------------------------------------------------------------------------------- /src/ch02/datingTestSet2.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch02/datingTestSet2.txt -------------------------------------------------------------------------------- /src/ch02/digits.zip: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch02/digits.zip -------------------------------------------------------------------------------- /src/ch03/lenses.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch03/lenses.txt -------------------------------------------------------------------------------- /src/ch03/treePlotter.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch03/treePlotter.py -------------------------------------------------------------------------------- /src/ch03/trees.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch03/trees.py -------------------------------------------------------------------------------- /src/ch04/__pycache__/bayes.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch04/__pycache__/bayes.cpython-36.pyc -------------------------------------------------------------------------------- /src/ch04/bayes.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch04/bayes.py -------------------------------------------------------------------------------- /src/ch04/email.zip: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch04/email.zip -------------------------------------------------------------------------------- /src/ch05/__pycache__/logRegres.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch05/__pycache__/logRegres.cpython-36.pyc -------------------------------------------------------------------------------- /src/ch05/horseColicTest.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch05/horseColicTest.txt -------------------------------------------------------------------------------- /src/ch05/horseColicTraining.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch05/horseColicTraining.txt -------------------------------------------------------------------------------- /src/ch05/logRegres.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch05/logRegres.py -------------------------------------------------------------------------------- /src/ch05/testSet.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch05/testSet.txt -------------------------------------------------------------------------------- /src/ch06/__pycache__/svmMLiA.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch06/__pycache__/svmMLiA.cpython-36.pyc -------------------------------------------------------------------------------- /src/ch06/digits.zip: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch06/digits.zip -------------------------------------------------------------------------------- /src/ch06/svmMLiA.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch06/svmMLiA.py -------------------------------------------------------------------------------- /src/ch06/testSet.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch06/testSet.txt -------------------------------------------------------------------------------- /src/ch06/testSetRBF.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch06/testSetRBF.txt -------------------------------------------------------------------------------- /src/ch06/testSetRBF2.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch06/testSetRBF2.txt -------------------------------------------------------------------------------- /src/ch07/__pycache__/adaboost.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch07/__pycache__/adaboost.cpython-36.pyc -------------------------------------------------------------------------------- /src/ch07/adaboost.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch07/adaboost.py -------------------------------------------------------------------------------- /src/ch07/horseColicTest2.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch07/horseColicTest2.txt -------------------------------------------------------------------------------- /src/ch07/horseColicTraining2.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch07/horseColicTraining2.txt -------------------------------------------------------------------------------- /src/ch08/__pycache__/regression.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch08/__pycache__/regression.cpython-36.pyc -------------------------------------------------------------------------------- /src/ch08/abalone.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch08/abalone.txt -------------------------------------------------------------------------------- /src/ch08/ex0.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch08/ex0.txt -------------------------------------------------------------------------------- /src/ch08/ex1.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch08/ex1.txt -------------------------------------------------------------------------------- /src/ch08/regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch08/regression.py -------------------------------------------------------------------------------- /src/ch09/bikeSpeedVsIq_test.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch09/bikeSpeedVsIq_test.txt -------------------------------------------------------------------------------- /src/ch09/bikeSpeedVsIq_train.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch09/bikeSpeedVsIq_train.txt -------------------------------------------------------------------------------- /src/ch09/ex0.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch09/ex0.txt -------------------------------------------------------------------------------- /src/ch09/ex00.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch09/ex00.txt -------------------------------------------------------------------------------- /src/ch09/ex2.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch09/ex2.txt -------------------------------------------------------------------------------- /src/ch09/ex2test.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch09/ex2test.txt -------------------------------------------------------------------------------- /src/ch09/exp.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch09/exp.txt -------------------------------------------------------------------------------- /src/ch09/exp2.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch09/exp2.txt -------------------------------------------------------------------------------- /src/ch09/expTest.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch09/expTest.txt -------------------------------------------------------------------------------- /src/ch09/regTrees.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch09/regTrees.py -------------------------------------------------------------------------------- /src/ch09/sine.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch09/sine.txt -------------------------------------------------------------------------------- /src/ch10/K-Means.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch10/K-Means.py -------------------------------------------------------------------------------- /src/ch10/Portland.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch10/Portland.png -------------------------------------------------------------------------------- /src/ch10/places.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch10/places.txt -------------------------------------------------------------------------------- /src/ch10/portlandClubs.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch10/portlandClubs.txt -------------------------------------------------------------------------------- /src/ch10/testSet.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch10/testSet.txt -------------------------------------------------------------------------------- /src/ch10/testSet2.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch10/testSet2.txt -------------------------------------------------------------------------------- /src/ch11/apriori.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch11/apriori.py -------------------------------------------------------------------------------- /src/ch11/bills20DataSet.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch11/bills20DataSet.txt -------------------------------------------------------------------------------- /src/ch11/lawAssnRules.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch11/lawAssnRules.txt -------------------------------------------------------------------------------- /src/ch11/meaning20.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch11/meaning20.txt -------------------------------------------------------------------------------- /src/ch11/mushroom.dat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch11/mushroom.dat -------------------------------------------------------------------------------- /src/ch11/recent100bills.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch11/recent100bills.txt -------------------------------------------------------------------------------- /src/ch11/recent20bills.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lornatang/machine_learning_in_action_py3/HEAD/src/ch11/recent20bills.txt --------------------------------------------------------------------------------