├── 1_basic_of_deep_learning_with_pytorch ├── dynamic_computational_graph_and_gradient_descent.ipynb ├── optimization_and_least_square.ipynb ├── tensor_broadcast_computing.ipynb ├── tensor_create_index.ipynb ├── tensor_index_slice_merge.ipynb └── tensor_linear_algebra.ipynb ├── 2_build_a_neural_network_from_scratch ├── deep_neural_network.ipynb ├── introductory_dl_and_pytorch.ipynb └── single_layer_neural_network.ipynb ├── 3_training_and_prediction_of_neural_network ├── building_and_importing_of_basic_neural_network.ipynb ├── learning_of_neural_network.ipynb └── loss_function_of_neural_network.ipynb ├── 4_stability_and_optimization_of_neural_network ├── data_normalization_and_batch_norm.ipynb ├── gradient_instability_and_dead_relu_problem.ipynb ├── learning_rate_scheduling.ipynb ├── modeling_objective_and_model_underfitting_in_deep_learning.ipynb └── xavier_and_kaiming_weight_initialization.ipynb ├── 5_deep_vision_and_convolutional_neural_network ├── classical_convolutional_neural_networks_and_model_architecture_evaluation.ipynb └── image_processing_and_convolutional_neural_network.ipynb ├── README.md ├── assets ├── 2_layer_grad_compute.png ├── alexnet_structure.png ├── bn_lr_learning_curve.png ├── conv_big_small_kernel.png ├── conv_group_demo.png ├── convolution_depthwise_separable.png ├── convolution_first.png ├── convolution_init.png ├── convolution_last.png ├── convolution_second.png ├── cross_entropy_parts.png ├── dataset_dataloader_process.png ├── decreasing_receptive_field.png ├── derivative_and_grad.png ├── dilation_convolution_demo.gif ├── dropout_demo.png ├── fc_kernel1_in_cnn.png ├── googlenet_inception_v1.png ├── googlenet_layer_param.png ├── googlenet_structure.png ├── grad_descent_compare.png ├── gradient_disappear_violin.png ├── handson_linear_regression_nn.png ├── handson_softmax_nn.png ├── invariance_of_statue.png ├── kernel_size_1_bottleneck.png ├── lenet5_structure.png ├── loss_func_demo.png ├── machine_learning_process.png ├── model_complexity_prediction_error_of_train_and_test.png ├── model_depth_performance_data.png ├── model_number.png ├── momentum_demo.png ├── multi_classification_one_hot.png ├── multi_nn.png ├── nin_structure.png ├── opencv_laplacian_sobel_detection.png ├── pytorch-logo.png ├── relu_curve.png ├── relu_derivative.png ├── repetitive_receptive_field.png ├── resnet_5_versions.png ├── resnet_conv_in_x.png ├── resnet_residual_unit.png ├── rgb_channels.png ├── seaborn_violin_plot_illustration.png ├── sigmoid_curve.png ├── sigmoid_nn.png ├── sigmoid_stack_compare.png ├── sigmoid_stacked_compare.png ├── sign_classification.png ├── sign_curve.png ├── single_lr_nn.png ├── softmax_nn.png ├── sse_3d_image.png ├── statistical_analysis_process.png ├── tanh_curve.png ├── tanh_derivative.png ├── tanh_stacked_compare.png ├── tensorboard_linear_model_structure.png ├── tensorboard_process.png ├── tensorboard_scalar_demo.png ├── vgg16_structure.png ├── 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