├── .gitattributes ├── .gitignore ├── LICENSE.txt ├── README.md ├── chp01 ├── annotator_model.ipynb ├── cox_process.ipynb ├── data │ ├── extrahard_MC_500_5_4.npz.npy │ ├── extrahard_MC_500_5_4_reference_classes.npy │ ├── radon.txt │ └── redwoods.csv ├── dpmeans.ipynb ├── ensemble_methods.ipynb ├── figures │ ├── annotator_gm.png │ ├── dp_means.png │ ├── dp_means_obj.png │ ├── ensemble_bagging_merged.png │ ├── ensemble_boosting_merged.png │ ├── ensemble_stacking_merged.png │ ├── gp12.png │ ├── hierarchical_gm.png │ ├── hierarchical_trace.png │ ├── naive_bayes_gm.png │ ├── oversampling.png │ ├── pi_est.png │ ├── random_walk.png │ ├── random_walk_hist.png │ ├── redwoods_dataset.png │ ├── redwoods_hist.png │ ├── redwoods_latent_rate.png │ ├── redwoods_trace.png │ ├── sLDA_gm.png │ └── undersampling.png ├── gp_reg.ipynb ├── hierarchical_regression.ipynb ├── imbalanced_data.ipynb ├── info_planning.ipynb ├── keras_lstm_seqclass.ipynb ├── keras_mdn.ipynb ├── monte_carlo_pi.ipynb ├── multi_armed_bandits.ipynb ├── random_walk.ipynb └── supervised_lda.ipynb ├── chp02 ├── dpmm_dbscan_imseg.ipynb ├── figures │ ├── bayes.bmp │ ├── cyclists.png │ ├── dbscan_seg.png │ ├── digits_isomap.png │ ├── digits_query.png │ ├── digits_sample.png │ ├── digits_tsne.png │ ├── dpgmm_seg.png │ ├── ising_gm.png │ ├── ising_vi2.png │ ├── manifold_merged.png │ ├── seg_merged.png │ └── vae_model.png ├── keras_vae.ipynb ├── mean_field_mrf.ipynb └── mnist_manifold.ipynb ├── chp03 ├── active_learning.ipynb ├── bayes_opt.ipynb ├── figures │ ├── bayes_opt_merged.png │ ├── logreg_20newsgroups_errorbar.png │ ├── logreg_entropy.png │ ├── logreg_mnist_errorbar.png │ ├── logreg_random.png │ ├── random_forrest.png │ ├── rfc_est158_depth10.png │ ├── rfc_est271_depth10.png │ └── svm_gamma.png └── tensorflow_optimizers.ipynb └── chp04 ├── binomial_tree.ipynb ├── figures ├── binomial_tree.png ├── convex_hull.png ├── corr_matrix.png ├── lstm.png ├── precision_matrix.png ├── scatter_matrix.png ├── 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