├── .github ├── FUNDING.yml └── ISSUE_TEMPLATE │ ├── bug_report.md │ └── feature_request.md ├── .gitignore ├── CITATION.cff ├── CODE_OF_CONDUCT.md ├── LICENSE ├── README.md ├── assignments ├── assignment_10_rows.ipynb ├── assignment_yourname_class1.ipynb ├── assignment_yourname_class10.ipynb ├── assignment_yourname_class2.ipynb ├── assignment_yourname_class3.ipynb ├── assignment_yourname_class4.ipynb ├── assignment_yourname_class5.ipynb ├── assignment_yourname_class6.ipynb ├── assignment_yourname_class7.ipynb ├── assignment_yourname_class8.ipynb ├── assignment_yourname_class9.ipynb └── data │ └── README.md ├── citations.bib ├── copyright.md ├── data └── README.md ├── environment.yml ├── faq.md ├── images ├── CC-BY-NC-SA-4_0.png ├── about-jeff-heaton-2020.jpg ├── actor-critic.png ├── ann-context.png ├── ann-dense.png ├── ann-logic-gates.png ├── ann-simple.png ├── ann-xor.png ├── atari-1.png ├── atari-2.png ├── bert-1.png ├── bert-2.png ├── bert-3.png ├── caption-1.png ├── caption-2.png ├── class-multi-choice.png ├── class_10_context_layer.png ├── class_10_elman.png ├── class_10_elman_unfold.png ├── class_10_lstm1.png ├── class_10_lstm2.png ├── class_13_auto_encode.png ├── class_13_multi_output.png ├── class_1_kfold.png ├── class_1_luminaries_ann.jpg ├── class_1_ml_types.png ├── class_1_ml_vs_trad.png ├── class_1_train_val.png ├── class_1_why_deep.png ├── class_2_abstract_nn.png ├── class_2_ann.png ├── class_2_ann_class_reg.png ├── class_2_bias_value.png ├── class_2_bias_weight.png ├── class_2_deriv.png ├── class_2_deriv_sigmoid.png ├── class_2_relu.png ├── class_2_sigmoid.png ├── class_2_tensorflow.png ├── class_3_hold_train_val.png ├── class_3_kaggle.png ├── class_3_training_val.png ├── class_4_errors.png ├── class_4_roc.png ├── class_4_spec_cut.png ├── class_4_t1vst2.png ├── class_5_momentum.png ├── class_5_sgd.png ├── class_5_sgd_error.png ├── class_6_smokers.png ├── class_8_cifar.png ├── class_8_cnn_grid.png ├── class_8_conv_maxpool.png ├── class_8_exam.png ├── class_8_lenet5.png ├── class_8_mnist.png ├── class_9_dropout.png ├── class_9_l1_l2.png ├── contours_evaluation_optimizers.gif ├── cook.jpg ├── cov-shift.png ├── darknet-predictions.jpg ├── datascientistworkbenchlogo2-2.png ├── deepqlearning.png ├── dswb_data.png ├── dswb_home.png ├── dswb_jupyter.png ├── gan-1.png ├── gan-2.png ├── gan-3.png ├── gan-semi-class.png ├── gan-semi-reg.png ├── gan-training.png ├── gan_bad.jpg ├── gan_fig_1.png ├── gan_fig_2.png ├── gan_fig_3.png ├── gan_progression.jpg ├── gans2_cars.png ├── graphs-linear.png ├── graphs-relu.png ├── graphs-sigmoid.png ├── graphs-step.png ├── graphs-tanh.png ├── image-instructions.png ├── ios-1.png ├── jeff-gans.jpg ├── karpathy_thesis.jpg ├── lgplv3-88x31.png ├── mnist-fashion.png ├── neural-graph-results.png ├── neural-web-1.png ├── nn_graph_input.png ├── postman-1.png ├── postman-2.png ├── reinforcement.png ├── resnet.png ├── skip-layer.png ├── spacy-diagram.png ├── stylegan2-ada-teaser-1024x252.jpg ├── stylegan2-hires.jpg ├── stylegan2_images.jpg ├── svhn_examples_new.jpg ├── transfer.png ├── typical-ann.png ├── xavier_weight.png ├── yolo-1.png ├── yolo-2.png └── yolo-3.png ├── install ├── manual_setup.ipynb ├── manual_setup2.ipynb ├── manual_setup3.ipynb ├── tensorflow-install-jan-2020.ipynb ├── tensorflow-install-jul-2020.ipynb └── tensorflow-install-march-2023.ipynb ├── intro.md ├── jeffs_helpful.ipynb ├── manual_setup.ipynb ├── pdf ├── heaton_et_al_ijcnn_2017-pre.pdf ├── jheaton-t81-558-fall-2021-syllabus.pdf ├── t81_558_fall2019_syllabus.pdf └── t81_558_spring2020_syllabus.pdf ├── person.json ├── photos ├── 2015-03-09-phd-2nd-cluster-visit-1.png ├── about-jeff-heaton-2018.jpg ├── annie_dog.jpg ├── family_christmas.png ├── github_rock.jpg ├── hickory.jpeg ├── hickory_coat.jpg ├── hickory_exercise.jpg ├── hickory_home.jpg ├── hickory_n_stuffed.jpg ├── hickory_run.jpeg ├── hickory_sleep.jpg ├── jeff_books.jpg ├── jeff_cook.jpg ├── jeff_laptop.jpg ├── jeff_laptops.png ├── jeff_school.jpg ├── landscape.jpg ├── road.JPG ├── scooby_family.jpg └── snow_shovel.jpg ├── py ├── image_server_1.py ├── image_web_server_1.py ├── mpg_server_1.py └── www │ ├── index.html │ ├── script.js │ └── style.css ├── pytorch └── t81_558_torch_class_reg.ipynb ├── t81_558_class_01_1_overview.ipynb ├── t81_558_class_01_2_intro_python.ipynb ├── t81_558_class_01_3_python_collections.ipynb ├── t81_558_class_01_4_python_files.ipynb ├── t81_558_class_01_5_python_functional.ipynb ├── t81_558_class_02_1_python_pandas.ipynb ├── t81_558_class_02_2_pandas_cat.ipynb ├── t81_558_class_02_3_pandas_grouping.ipynb ├── t81_558_class_02_4_pandas_functional.ipynb ├── t81_558_class_02_5_pandas_features.ipynb ├── t81_558_class_03_1_neural_net.ipynb ├── t81_558_class_03_2_keras.ipynb ├── t81_558_class_03_3_save_load.ipynb ├── t81_558_class_03_4_early_stop.ipynb ├── t81_558_class_03_5_weights.ipynb ├── t81_558_class_04_1_feature_encode.ipynb ├── t81_558_class_04_2_multi_class.ipynb ├── t81_558_class_04_3_regression.ipynb ├── t81_558_class_04_4_backprop.ipynb ├── t81_558_class_04_5_rmse_logloss.ipynb ├── t81_558_class_05_1_reg_ridge_lasso.ipynb ├── t81_558_class_05_2_kfold.ipynb ├── t81_558_class_05_3_keras_l1_l2.ipynb ├── t81_558_class_05_4_dropout.ipynb ├── t81_558_class_05_5_bootstrap.ipynb ├── t81_558_class_06_1_python_images.ipynb ├── t81_558_class_06_2_cnn.ipynb ├── t81_558_class_06_3_resnet.ipynb ├── t81_558_class_06_4_keras_images.ipynb ├── t81_558_class_06_5_yolo.ipynb ├── t81_558_class_07_1_gan_intro.ipynb ├── t81_558_class_07_2_train_gan.ipynb ├── t81_558_class_07_3_latent_vector.ipynb ├── t81_558_class_07_4_deoldify.ipynb ├── t81_558_class_07_5_tabular_synthetic.ipynb ├── t81_558_class_08_1_kaggle_intro.ipynb ├── t81_558_class_08_2_keras_ensembles.ipynb ├── t81_558_class_08_3_keras_hyperparameters.ipynb ├── t81_558_class_08_4_bayesian_hyperparameter_opt.ipynb ├── t81_558_class_08_5_kaggle_project.ipynb ├── t81_558_class_09_1_keras_transfer.ipynb ├── t81_558_class_09_2_keras_xfer_cv.ipynb ├── t81_558_class_09_3_transfer_nlp.ipynb ├── t81_558_class_09_4_facial_points.ipynb ├── t81_558_class_09_5_style_transfer.ipynb ├── t81_558_class_10_1_timeseries.ipynb ├── t81_558_class_10_2_lstm.ipynb ├── t81_558_class_10_3_text_generation.ipynb ├── t81_558_class_10_4_intro_transformers.ipynb ├── t81_558_class_10_5_keras_transformers.ipynb ├── t81_558_class_11_01_huggingface.ipynb ├── t81_558_class_11_02_tokenizers.ipynb ├── t81_558_class_11_03_hf_datasets.ipynb ├── t81_558_class_11_04_hf_train.ipynb ├── t81_558_class_11_05_embedding.ipynb ├── t81_558_class_12_01_ai_gym.ipynb ├── t81_558_class_12_02_qlearningreinforcement.ipynb ├── t81_558_class_12_03_keras_reinforce.ipynb ├── t81_558_class_12_04_atari.ipynb ├── t81_558_class_12_05_apply_rl.ipynb ├── t81_558_class_13_01_flask.ipynb ├── t81_558_class_13_02_checkpoint.ipynb ├── t81_558_class_13_03_web.ipynb ├── t81_558_class_13_04_retrain.ipynb ├── t81_558_class_13_05_tpu.ipynb ├── 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