├── .DS_Store ├── ANN ├── DUDL_ANN_breadthVsDepth.ipynb ├── DUDL_ANN_classifyQwerties.ipynb ├── DUDL_ANN_codeChallengeQwerties.ipynb ├── DUDL_ANN_codeChallengeSeq2class.ipynb ├── DUDL_ANN_codeChallenge_regression.ipynb ├── DUDL_ANN_learningrates.ipynb ├── DUDL_ANN_multilayer.ipynb ├── DUDL_ANN_multioutput.ipynb ├── DUDL_ANN_nHiddenUnits.ipynb ├── DUDL_ANN_numParameters.ipynb ├── DUDL_ANN_regression.ipynb └── DUDL_ANN_seqVsClass.ipynb ├── CNN ├── DUDL_CNN_CNN4MNIST.ipynb ├── DUDL_CNN_CodeChallengeAEocclusion.ipynb ├── DUDL_CNN_CodeChallengeLinearUnits.ipynb ├── DUDL_CNN_EMNIST.ipynb ├── DUDL_CNN_GaussAE.ipynb ├── DUDL_CNN_GaussClass.ipynb ├── DUDL_CNN_GaussClassFeatureMaps.ipynb ├── DUDL_CNN_codeChallengeBeatThis.ipynb ├── DUDL_CNN_codeChallengeCustomLoss.ipynb ├── DUDL_CNN_codeChallengeNumChans.ipynb ├── DUDL_CNN_codeChallengeSoftcoding.ipynb ├── DUDL_CNN_findGauss.ipynb └── DUDL_CNN_shiftedMNIST.ipynb ├── CNNmilestone ├── DUDL_CNNmilestone_project1.ipynb ├── DUDL_CNNmilestone_project2.ipynb ├── DUDL_CNNmilestone_project3.ipynb └── DUDL_CNNmilestone_project4.ipynb ├── FFN ├── DUDL_FFN_CodeChallengeBreadthDepth.ipynb ├── DUDL_FFN_CodeChallenge_binMNIST.ipynb ├── DUDL_FFN_CodeChallenge_missing7.ipynb ├── DUDL_FFN_CodeChallenge_normalization.ipynb ├── DUDL_FFN_CodeChallenge_optimizers.ipynb ├── DUDL_FFN_FFNonMNIST.ipynb ├── DUDL_FFN_aboutMNIST.ipynb ├── DUDL_FFN_scrambledMNIST.ipynb ├── DUDL_FFN_shiftedMNIST.ipynb └── DUDL_FFN_weightHistograms.ipynb ├── FFNmilestone ├── DUDL_FFNmilestone_project1.ipynb ├── DUDL_FFNmilestone_project2.ipynb └── DUDL_FFNmilestone_project3.ipynb ├── GANs ├── DUDL_GAN_CNNganFMNIST.ipynb ├── DUDL_GAN_CNNganGaus.ipynb ├── DUDL_GAN_MNIST.ipynb ├── DUDL_GAN_codeChallengeCIFAR.ipynb ├── DUDL_GAN_codeChallengeFMNIST.ipynb ├── DUDL_GAN_codeChallengeFaces.ipynb └── DUDL_GAN_codeChallengeGaus.ipynb ├── GPU ├── DUDL_GPU_CodeChallenge2GPU.ipynb └── DUDL_GPU_implement.ipynb ├── LICENSE ├── README.md ├── RNN ├── DUDL_RNN_LSTMGRU.ipynb ├── DUDL_RNN_altSequences.ipynb ├── DUDL_RNN_codeChallenge_SineExtrapolate.ipynb ├── DUDL_RNN_intro2RNN.ipynb └── DUDL_RNN_loremipsum.ipynb ├── autoencoders ├── DUDL_autoenc_MNISTlatentCode.ipynb ├── DUDL_autoenc_codeChallenge_Nunits.ipynb ├── DUDL_autoenc_denoisingMNIST.ipynb ├── DUDL_autoenc_occlusion.ipynb └── DUDL_autoenc_tiedWeights.ipynb ├── convolution ├── DUDL_convolution_codeChallenge.ipynb ├── DUDL_convolution_conv2.ipynb ├── DUDL_convolution_conv2transpose.ipynb ├── DUDL_convolution_convInCode.ipynb ├── DUDL_convolution_customDataSet.ipynb ├── DUDL_convolution_meanMaxPool.ipynb └── DUDL_convolution_transforms.ipynb ├── data ├── DUDL_data_CodeChallengeUnbalanced.ipynb ├── DUDL_data_data2colab.ipynb ├── DUDL_data_dataVsDepth.ipynb ├── DUDL_data_datasetLoader.ipynb ├── DUDL_data_featureAugmentation.ipynb ├── DUDL_data_noiseAugmentation.ipynb ├── DUDL_data_oversampling.ipynb ├── DUDL_data_saveLoadModels.ipynb └── DUDL_data_saveTheBest.ipynb ├── gradientDescent ├── DUDL_GradientDescent_1D.ipynb ├── DUDL_GradientDescent_2D.ipynb ├── DUDL_GradientDescent_CodeChallengeStartValue.ipynb ├── DUDL_GradientDescent_codeChallenge_lr.ipynb └── DUDL_GradientDescent_experiment.ipynb ├── math ├── DUDL_math_argmin.ipynb ├── DUDL_math_derivatives1.ipynb ├── DUDL_math_derivatives2.ipynb ├── DUDL_math_dotproduct.ipynb ├── DUDL_math_entropy.ipynb ├── DUDL_math_log.ipynb ├── DUDL_math_matrixMult.ipynb ├── DUDL_math_meanvar.ipynb ├── DUDL_math_randomseed.ipynb ├── DUDL_math_sampling.ipynb ├── DUDL_math_softmax.ipynb ├── DUDL_math_transpose.ipynb └── DUDL_math_ttest.ipynb ├── measurePerformance ├── DUDL_measurePerformance_APRF.ipynb ├── DUDL_measurePerformance_APRFexample1.ipynb ├── DUDL_measurePerformance_codeChallenge_unequal.ipynb ├── DUDL_measurePerformance_example2.ipynb └── DUDL_measurePerformance_time.ipynb ├── metaparams ├── DUDL_metaparams_ActivationComparisons.ipynb ├── DUDL_metaparams_ActivationFuns.ipynb ├── DUDL_metaparams_CodeChallengeAdamL2.ipynb ├── DUDL_metaparams_CodeChallengeBatches.ipynb ├── DUDL_metaparams_CodeChallengeOptimizers.ipynb ├── DUDL_metaparams_CodeChallengeRelus.ipynb ├── DUDL_metaparams_CodeChallenge_sugar.ipynb ├── DUDL_metaparams_batchNorm.ipynb ├── DUDL_metaparams_codeChallengeDropout.ipynb ├── DUDL_metaparams_intro2winedata.ipynb ├── DUDL_metaparams_learningRateDecay.ipynb ├── DUDL_metaparams_loss.ipynb ├── DUDL_metaparams_momentum.ipynb ├── DUDL_metaparams_multioutput.ipynb └── DUDL_metaparams_optimizersComparison.ipynb ├── overfitting ├── DUDL_overfitting_dataLoader.ipynb ├── DUDL_overfitting_manual.ipynb ├── DUDL_overfitting_regression.ipynb ├── DUDL_overfitting_scikitlearn.ipynb └── DUDL_overfitting_trainDevsetTest.ipynb ├── regularization ├── DUDL_regular_L1regu.ipynb ├── DUDL_regular_L2regu.ipynb ├── DUDL_regular_codeChallenge_minibatch.ipynb ├── DUDL_regular_dropout.ipynb ├── DUDL_regular_dropoutInPytorch.ipynb ├── DUDL_regular_dropout_example2.ipynb ├── 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