├── LICENSE ├── README.md ├── activation ├── sinActivation.m ├── smoothRelU.m └── tanhActivation.m ├── classification ├── classObjFun.m ├── examples │ ├── EClass_Ellipses.m │ ├── EClass_Peaks.m │ ├── EClass_motivateEntropy.m │ ├── EClass_unsupervised.m │ ├── EELM_MNIST.m │ └── EELM_Peaks.m ├── logRegression.m └── softMax.m ├── conv ├── EConv_Conv1DFFT.m ├── conv1D.m ├── conv2D.m ├── convCoupled2D.m ├── convFFT.m ├── convMCN.m └── examples │ ├── EConv_BatchNorm.m │ ├── EConv_CoarseToFine.m │ ├── EConv_CoarseToFineGalerkin.m │ ├── EConv_ConvFFT2D.m │ ├── EConv_InstanceNorm.m │ └── EConv_deriveConvFFT.m ├── data ├── loadMNISTImages.m ├── loadMNISTLabels.m ├── setupCIFAR10.m ├── setupEllipses.m ├── setupMNIST.m └── setupPeaks.m ├── notes └── E_polyfit.m ├── optimization ├── cgls.m ├── newtoncg.m ├── sgd.m └── steepestDescent.m ├── regularization ├── genTikhonov.m └── getLaplacian.m ├── resnet ├── ResNetForward.m ├── ResNetObjFun.m ├── ResNetVarProObjFun.m ├── dResNetMatVec.m ├── dResNetMatVecT.m ├── examples │ ├── EResNet_Forward.m │ ├── EResNet_PeaksNewtonCG.m │ ├── EResNet_PeaksSGD.m │ ├── EResNet_PeaksVarPro.m │ ├── EResNet_Stability.m │ ├── EResNet_TestDerivative.m │ ├── EResNet_TestObjective.m │ └── EReseNet_vs_NeuralNet.m └── vec2cellResNet.m ├── singleLayer ├── examples │ ├── ESingleLayer_PeaksNewtonCG.m │ ├── ESingleLayer_PeaksSGD.m │ ├── ESingleLayer_PeaksVarPro.m │ └── ESingleLayer_PlotObjective.m ├── singleConvLayer.m ├── singleLayer.m ├── singleLayerAdvObjFun.m ├── singleLayerNNObjFun.m └── singleLayerNNVarProObjFun.m ├── startupNumDLToolbox.m ├── test ├── Rosenbrock.m ├── quadObjFun.m ├── testGenTikhonov.m ├── testLogRegression.m ├── testSingleLayer.m ├── testSingleLayerNNObjFun.m └── testSoftMax.m ├── utils ├── LinearOperator.m ├── cell2vec.m ├── opEye.m ├── opKron.m ├── opZero.m ├── vec.m └── vec2cell.m └── viewers └── montageArray.m /LICENSE: -------------------------------------------------------------------------------- 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