压缩包 : better_deep_learning.zip 列表
better_deep_learning.pdf
code/
code/chapter_08/
code/chapter_08/01_problem.py
code/chapter_08/03_mlp_gradient_norm_scaling.py
code/chapter_08/04_mlp_gradient_value_clipping.py
code/chapter_08/02_mlp_exploding.py
code/chapter_06/
code/chapter_06/01_problem.py
code/chapter_06/03_mlp_standardized_target.py
code/chapter_06/02_mlp_unscaled.py
code/chapter_06/04_mlp_scale_input.py
code/chapter_07/
code/chapter_07/03_problem.py
code/chapter_07/02_rectifier_plot.py
code/chapter_07/05_mlp_tanh_deeper.py
code/chapter_07/07_mlp_relu_deeper_20.py
code/chapter_07/01_rectifier.py
code/chapter_07/06_mlp_relu_deeper.py
code/chapter_07/07_mlp_relu_deeper_15.py
code/chapter_07/04_mlp_tanh.py
code/chapter_09/
code/chapter_09/02_mlp.py
code/chapter_09/01_problem.py
code/chapter_09/04_mlp_batchnorm_before.py
code/chapter_09/03_mlp_batchnorm_after.py
code/chapter_13/
code/chapter_13/01_problem.py
code/chapter_13/03_mlp_weight_reg.py
code/chapter_13/02_mlp_overfit.py
code/chapter_13/04_grid_search.py
code/chapter_14/
code/chapter_14/02_mlp.py
code/chapter_14/01_problem.py
code/chapter_14/04_mlp_activity_reg_after.py
code/chapter_14/03_mlp_activity_reg_before.py
code/chapter_22/
code/chapter_22/02_mlp.py
code/chapter_22/04_cross_validation_ensemble.py
code/chapter_22/03_random_splits_ensemble.py
code/chapter_22/05_bagging_ensemble.py
code/chapter_22/01_problem.py
code/chapter_25/
code/chapter_25/04_mlp_logistic_regression_stacking.py
code/chapter_25/02_mlp.py
code/chapter_25/01_problem.py
code/chapter_25/05_mlp_stacking.py
code/chapter_25/03_mlp_save_members.py
code/chapter_24/
code/chapter_24/02_mlp.py
code/chapter_24/04_mlp_cosine_annealing.py
code/chapter_24/01_problem.py
code/chapter_24/03_cosine_annealing.py
code/chapter_24/06_mlp_evaluate_snapshot_ensembles.py
code/chapter_24/05_mlp_save_snapshot_members.py
code/chapter_23/
code/chapter_23/02_mlp.py
code/chapter_23/01_problem.py
code/chapter_23/03_save_members.py
code/chapter_23/04_horizontal_ensemble.py
code/chapter_15/
code/chapter_15/03_mlp_weight_constraint.py
code/chapter_15/02_mlp.py
code/chapter_15/01_problem.py
code/chapter_05/
code/chapter_05/03_momentum_dynamics.py
code/chapter_05/06_lrate_schedule_dynamics.py
code/chapter_05/01_problem.py
code/chapter_05/04_decay_rates.py
code/chapter_05/05_lrate_decay_dynamics.py
code/chapter_05/07_adaptive_lrate_dynamics.py
code/chapter_05/02_lrate_dynamics.py
code/chapter_02/
code/chapter_02/01_problem.py
code/chapter_02/02_mlp_nodes.py
code/chapter_02/03_mlp_layers.py
code/chapter_03/
code/chapter_03/06_mlp_evaluate_batch_sizes.py
code/chapter_03/03_mlp_stochastic_gd.py
code/chapter_03/01_problem.py
code/chapter_03/02_mlp_batch_gd.py
code/chapter_03/04_mlp_stochastic_gd_lrate.py
code/chapter_03/05_mlp_minibatch_gd.py
code/chapter_04/
code/chapter_04/06_mlp_hinge_loss.py
code/chapter_04/07_mlp_squared_hinge_loss.py
code/chapter_04/03_mlp_mae_loss.py
code/chapter_04/08_blobs_problem.py
code/chapter_04/05_mlp_binary_ce_loss.py
code/chapter_04/09_mlp_categorical_ce_loss.py
code/chapter_04/11_mlp_kld_loss.py
code/chapter_04/10_mlp_sparse_categorical_ce_loss.py
code/chapter_04/04_two_circles_problem.py
code/chapter_04/01_mlp_mse_loss.py
code/chapter_04/02_mlp_msle_loss.py
code/chapter_17/
code/chapter_17/02_mlp.py
code/chapter_17/01_problem.py
code/chapter_17/05_mlp_noise_hidden_after.py
code/chapter_17/04_mlp_noise_hidden_before.py
code/chapter_17/03_mlp_noise_input.py
code/chapter_10/
code/chapter_10/01_problem.py
code/chapter_10/03_mlp_unsupervised_pretrain.py
code/chapter_10/02_mlp_supervised_pretrain.py
code/chapter_26/
code/chapter_26/07_exp_weighted_ensemble.py
code/chapter_26/02_mlp.py
code/chapter_26/01_problem.py
code/chapter_26/05_evaluate_avg_model_weight_ensemble.py
code/chapter_26/04_avg_model_weights.py
code/chapter_26/06_linear_weighted_ensemble.py
code/chapter_26/03_save_models.py
code/chapter_21/
code/chapter_21/02_mlp.py
code/chapter_21/04_weighted_avg_ensemble.py
code/chapter_21/01_problem.py
code/chapter_21/05_global_search_weights.py
code/chapter_21/03_model_avg_ensemble.py
code/appendix_02/
code/appendix_02/02_deep_versions.py
code/appendix_02/01_python_versions.py
code/chapter_20/
code/chapter_20/02_mlp.py
code/chapter_20/04_mlp_ensemble_study.py
code/chapter_20/03_mlp_repeated_eval.py
code/chapter_20/01_problem.py
code/chapter_20/05_mlp_ensemble.py
code/chapter_18/
code/chapter_18/02_mlp.py
code/chapter_18/01_problem.py
code/chapter_18/03_mlp_early_stopping.py
code/chapter_18/05_mlp_patient_early_stopping_checkpoint.py
code/chapter_18/04_mlp_patient_early_stopping.py
code/chapter_11/
code/chapter_11/01_problem.py
code/chapter_11/04_mlp_transfer_learning_problem2.py
code/chapter_11/02_mlp_problem1.py
code/chapter_11/05_mlp_evaluate_transfer_learning.py
code/chapter_11/03_mlp_problem2.py
code/chapter_16/
code/chapter_16/02_mlp.py
code/chapter_16/01_problem.py
code/chapter_16/03_mlp_dropout.py
README.txt