Data_Driven_Science_Python_Demos
IPython notebooks with demo code intended as a companion to the book "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by J. Nathan Kutz and Steven L. Brunton
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Download Latest Version (.zip)- CH01_SEC02.ipynb
- CH01_SEC03_Rotation.ipynb
- CH01_SEC04_1_Linear.ipynb
- CH01_SEC04_2_Cement.ipynb
- CH01_SEC04_3_Housing.ipynb
- CH01_SEC05_1_PCAGaussian.ipynb
- CH01_SEC05_2_OvarianCancer.ipynb
- CH01_SEC06_1.ipynb
- CH01_SEC06_2_3_4.ipynb
- CH01_SEC07_1.ipynb
- CH01_SEC07_2.ipynb
- CH01_SEC07_3.ipynb
- CH01_SEC08_RSVD.ipynb
- CH01_SEC09_Tensor.ipynb
- CH02_SEC01_0_InnerProduct.ipynb
- CH02_SEC01_1_FourierSines.ipynb
- CH02_SEC01_2_Gibbs.ipynb
- CH02_SEC01_2_Gibbs_Movie.ipynb
- CH02_SEC02_1_DFT.ipynb
- CH02_SEC02_2_Denoise.ipynb
- CH02_SEC02_3_SpectralDerivative.ipynb
- CH02_SEC03_1_FFTHeat.ipynb
- CH02_SEC03_2_FFTWave.ipynb
- CH02_SEC03_3_FFTBurgers.ipynb
- CH02_SEC04_1_SpectrogramChirp.ipynb
- CH02_SEC04_2_SpectrogramBeethoven.ipynb
- CH02_SEC05_HAAR.ipynb
- CH02_SEC06_1_2DFFT.ipynb
- CH02_SEC06_2_Compress.ipynb
- CH02_SEC06_3_Denoise.ipynb
- CH02_SEC06_4_Wavelet.ipynb
- CH02_SEC06_5_WaveletCompress.ipynb
- CH03_SEC01_Compress.ipynb
- CH03_SEC03_1_Underdetermined.ipynb
- CH03_SEC03_2_AudioCS.ipynb
- CH03_SEC04_Matrices.ipynb
- CH03_SEC05_1_RobustRegression.ipynb
- CH03_SEC05_2_LASSO.ipynb
- CH03_SEC06_SparseRepresentation.ipynb
- CH03_SEC07_RPCA.ipynb
- CH04_SEC01_LinearRegression.ipynb
- CH04_SEC02_1_GradientDescent.ipynb
- CH04_SEC03_1_OverUnderDetermined.ipynb
- CH04_SEC04_1_CompareRegression.ipynb
- CH04_SEC05_0_Fig4p16_Pareto.ipynb
- CH04_SEC05_1_CrossValidate.ipynb
- CH04_SEC06_1_kFoldValidation.ipynb
- CH04_SEC07_1_ModelValidation.ipynb
- CH04_SEC07_2_RegressAIC_BIC.ipynb
- CH05_SEC01_1_FischerExtraction.ipynb
- CH05_SEC02_1_Fig5p7_Fig5p8.ipynb
- CH05_SEC03_1_Kmeans.ipynb
- CH05_SEC04_1_Dendrogram.ipynb
- CH05_SEC05_1_GaussianMixtureModels.ipynb
- CH05_SEC06_1_LDA_Classify.ipynb
- CH05_SEC07_1_SVM.ipynb
- CH05_SEC08_1_Trees.ipynb
- CH06_SEC01_1_NN.ipynb
- CH06_SEC04_1_StochasticGradientDescent.ipynb
- CH06_SEC05_1_DeepCNN.ipynb
- CH06_SEC06_1_NNLorenz.ipynb
- CH07_SEC01_SimulateLogistic.ipynb
- CH07_SEC01_SimulateLorenz.ipynb
- CH07_SEC02_DMD_Cylinder.ipynb
- CH07_SEC03_SINDY_Lorenz.ipynb
- CH07_SEC04_Koopman.ipynb
- CH07_SEC05_HAVOK_Lorenz.ipynb
- CH08_SEC01_CruiseControl.ipynb
- CH08_SEC07_1_LQR.ipynb
- CH08_SEC07_2_KalmanFilter.ipynb
- CH08_SEC07_2b_Obsv.ipynb
- CH08_SEC08_1_TransferFunction.ipynb
- CH08_SEC08_2_SandT.ipynb
- CH08_SEC08_3_PlantInversion.ipynb
- CH09_SEC02_1_GramianPlot.ipynb
- CH09_SEC02_2_BalancedTruncation.ipynb
- CH09_SEC03_ERA_OKID.ipynb
- CH09_SEC03_Fig9p5.ipynb
- CH10_SEC03_ESCfixed.ipynb
- CH10_SEC03_ESCsinusoidal.ipynb
- CH11_SEC01_1_Fig11p1.ipynb
- CH11_SEC02_1_HarmonicOscillator.ipynb
- CH11_SEC03_1_NonlinearSchrodinger.ipynb
- CH11_SEC05_1_Invariance.ipynb
- CH12_SEC01_1_GAPPY.ipynb
- CH12_SEC02_1_GAPPY.ipynb
- CH12_SEC03_1_GAPPY_ConditionNumber.ipynb
- CH12_SEC04_1_GAPPY_Variance.ipynb
- CH12_SEC06_1_DEIM.ipynb
- CH12_SEC06_2_DEIM.ipynb
- allFaces.mat
- beethoven.mp3
- beethoven_40sec.mat
- burgers.mat
- catData.mat
- catData_w.mat
- CC2.mat
- census1994.csv
- colors2.mat
- coolcolors.mat
- coolcolorsBW.mat
- dog.jpg
- dogData.mat
- dogData_w.mat
- fisheriris.mat
- hald_heat.csv
- hald_ingredients.csv
- housing.data
- jelly.jpg
- jupiter.jpg
- lettersTestSet.mat
- lettersTrainSet.mat
- mustache.jpg
- ovariancancer_grp.csv
- ovariancancer_obs.csv
- testSys.mat
- testSys_ABCD.mat
- testSys_Fig9p5_ABCD.mat
- VORTALL.mat
- .gitignore
- README.md
// repository documentation
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