├── LICENSE ├── README.md ├── Setting Up The Working Environment.pdf ├── assets ├── bayes_rule_names.jpg ├── mnist_anim_icon.gif ├── param_vs_nonparam.png ├── student_t.png ├── tut_01_conf_int_1.jpg ├── tut_01_conf_int_2.png ├── tut_01_conf_int_3.png ├── tut_01_error_types.jpg ├── tut_01_lagrange.jpg ├── tut_01_normal_table.png ├── tut_01_p_value.png ├── tut_01_z_stat.jpg ├── tut_04_how_to_choose.png ├── tut_gan_adv_setting.png ├── tut_gan_algo.PNG ├── tut_gan_architecture.png ├── tut_gan_cgan.PNG ├── tut_gan_cgans.png ├── tut_gan_cycle_gan.jpg ├── tut_gan_cycle_gan_arch.PNG ├── tut_gan_cyclegan_arch.png ├── tut_gan_dcgan.PNG ├── tut_gan_face_age.PNG ├── tut_gan_face_age_arch.PNG ├── tut_gan_first_order_motion.PNG ├── tut_gan_ganlab.PNG ├── tut_gan_gen_disc.png ├── tut_gan_gen_disc_loss.png ├── tut_gan_latent_space.PNG ├── tut_gan_living_portrait.gif ├── tut_gan_mode_collapse.png ├── tut_gan_morphing.gif ├── tut_gan_pix2pix.png ├── tut_gan_pix2pixarch.jpg ├── tut_gan_talking_head.PNG ├── tut_gan_taxonomy.jpg ├── tut_gan_train_disc.PNG ├── tut_gan_train_gen.PNG ├── tut_gan_train_to_sample.PNG ├── tut_xi_em_algo.png ├── tut_xi_em_step.jpg ├── tut_xi_gmm.jpg ├── tut_xi_gmm_2.jpg ├── tut_xi_gmm_anim.gif ├── tut_xi_kernels.PNG ├── tut_xi_kmeans.jpg ├── tut_xi_kmeans_anim.gif ├── tut_xi_pca_1.jpg ├── tut_xiv_autoencoder.png ├── tut_xiv_filter.jpg ├── tut_xiv_layer.jpg ├── tut_xiv_max_pool.jpg ├── tut_xiv_mlp.jpg ├── tut_xiv_pytorch_logo.png ├── tut_xv_autoencoder.png ├── tut_xv_nn_arch.png ├── tut_xv_probab_gen.png ├── tut_xv_reparameter.png ├── tut_xv_unsupervised_learning.png ├── tut_xv_vae_anim.gif ├── tut_xv_vae_backprop.png ├── tut_xv_vae_enc_dec.png ├── tut_xx_crowding.png ├── tut_xx_heavy_tail.png ├── tut_xx_mnist_anim.gif ├── tut_xx_sne_mnist.png ├── tut_xx_student_t_anim.gif ├── tut_xx_tsne_algo.png ├── tut_xx_tsne_grad.png ├── tut_xx_tsne_mnist.png ├── tut_xxl_cut_a_b.png ├── tut_xxl_degree.png ├── tut_xxl_mincut.png ├── tut_xxl_spectral_algorithm.png ├── tut_xxl_spectral_circles.gif ├── tut_xxl_spectral_illustration.png ├── tut_xxl_spectral_partition.png ├── tut_xxl_step_1.png ├── tut_xxl_step_2.png ├── tut_xxl_step_2_1.png ├── tut_xxl_step_3.png ├── tut_xxl_step_3_1.png ├── tut_xxl_subset.png ├── tut_xxl_weight.png └── vae_lilian_weng.png ├── datasets ├── cancer_dataset.csv └── ml_classifiers.csv ├── ee046202_tutorial_00_probability_optimization.ipynb ├── ee046202_tutorial_01_classic_statistics_point_estimation.ipynb ├── ee046202_tutorial_02_classic_statistics_confidence_intervals.ipynb ├── ee046202_tutorial_03_classic_statistics_hypothesis_testing_1.ipynb ├── ee046202_tutorial_04_classic_statistics_hypothesis_testing_2.ipynb ├── ee046202_tutorial_05n_dim_reduction_pca_kernels.ipynb ├── ee046202_tutorial_06_dim_reduction_tsne.ipynb ├── ee046202_tutorial_07_deep_learn_pytorch_ae.ipynb ├── ee046202_tutorial_08_deep_unsupervised_vae_1.ipynb ├── ee046202_tutorial_09_deep_unsupervised_vae_2.ipynb ├── ee046202_tutorial_10_generative_adversarial_networks_gan.ipynb ├── ee046202_tutorial_11_expectation_maximization.ipynb ├── ee046202_tutorial_12_spectral_clustering.ipynb ├── environment.yml ├── helpers └── cdf_bounds.py └── pdf ├── ee046202_tutorial_00_probability_optimization.pdf ├── ee046202_tutorial_01_classic_statistics_point_estimation.pdf ├── ee046202_tutorial_02_classic_statistics_confidence_intervals.pdf ├── ee046202_tutorial_03_classic_statistics_hypothesis_testing_1.pdf ├── ee046202_tutorial_04_classic_statistics_hypothesis_testing_2.pdf ├── ee046202_tutorial_05n_dim_reduction_pca_kernels.pdf ├── ee046202_tutorial_06_dim_reduction_tsne.pdf ├── ee046202_tutorial_07_deep_learn_pytorch_ae.pdf ├── ee046202_tutorial_08_deep_unsupervised_vae_1.pdf ├── ee046202_tutorial_09_deep_unsupervised_vae_2.pdf ├── ee046202_tutorial_10_generative_adversarial_networks_gan.pdf ├── ee046202_tutorial_10_generative_adversarial_networks_gan_print.pdf ├── 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