├── .gitignore ├── Ch10 ├── PBIL.py ├── billsfit.py ├── exhaustiveKnapsack.py ├── fourpeaks.py ├── ga.py ├── greedyKnapsack.py ├── knapsack.py ├── onemax.py └── run_ga.py ├── Ch11 ├── SARSA.py ├── SARSA_cliff.py ├── TDZero.py └── TDZero_cliff.py ├── Ch12 ├── dtree.py ├── party.data └── party.py ├── Ch13 ├── bagging.py ├── boost.py ├── car.data ├── car.py ├── car1.py ├── dtree.py ├── dtw.py ├── mushroom.py ├── party.py └── randomforest.py ├── Ch14 ├── iris.py ├── iris_somperc.py ├── kmeans.py ├── kmeansnet.py ├── moredemos.py ├── som.py └── somdemo.py ├── Ch15 ├── BoxMuller.py ├── Gibbs.py ├── MH.py ├── SIR.py ├── importancesampling.py ├── lcg.py └── rejectionsampling.py ├── Ch16 ├── EKF.py ├── Gibbs.py ├── HMM.py ├── Kalman.py ├── Kalman_full.py ├── MRF.py ├── graphdemo.py ├── particle_filter.py ├── pftrack.py ├── world.gif └── world.png ├── Ch17 ├── binaryalphadigs.mat ├── dbn.py ├── hopfield.py └── rbm.py ├── Ch18 ├── data.txt ├── gp.py ├── gpc.py ├── gpcdemo.py ├── plotdist.py └── plotgp.py ├── Ch2 ├── gaussian.py └── plotGaussian.py ├── Ch3 ├── autompg.py ├── linreg.py ├── linreg_logic_eg.py ├── logic.py ├── mnist.py ├── pcn.py ├── pcn_logic_eg.py └── pima.py ├── Ch4 ├── PNOz.py ├── iris.py ├── iris_proc.data ├── logic.py ├── mlp.py ├── mnist.py └── sinewave.py ├── Ch5 ├── iris.py ├── least_squares.py └── rbf.py ├── Ch6 ├── ecoli.py ├── factoranalysis.py ├── floyd.py ├── iris.py ├── isomap.py ├── kernelpca.py ├── kpcademo.py ├── lda.py ├── lle.py ├── pca.py └── pcademo.py ├── Ch7 ├── GMM.py ├── kdtree.py ├── knn.py └── knnSmoother.py ├── Ch8 ├── svm.py ├── svmdemo.py └── svmdemo2.py ├── Ch9 ├── CG.py ├── LevenbergMarquardt.py ├── LevenbergMarquardt_leastsq.py ├── Newton.py ├── TSP.py ├── iris.py ├── mlp_cg.py └── steepest.py ├── Data ├── PNoz.dat ├── PROSTATE_TEST.TXT ├── PROSTATE_TRAIN.TXT ├── ruapehu.dat └── shortecoli.dat └── README.md /.gitignore: -------------------------------------------------------------------------------- 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