├── .gitignore ├── C1-Neural-Networks-and-Deep-Learning ├── img │ ├── backprop_flow.png │ ├── gradient-descent.jpeg │ ├── leaky-relu.png │ ├── lr-cost-function.png │ ├── lr-eqn.svg │ ├── lr-input.svg │ ├── lr-loss-function.png │ ├── lr-sigmoid.svg │ ├── lr-target.svg │ ├── n_x_64_64_3_12288.svg │ ├── neural-network-2-layer-forward.png │ ├── neural-network-2-layer.png │ ├── neural-network.svg │ ├── nn-computation.png │ ├── nn-representation.png │ ├── nn_frame.png │ ├── prob-conditional.svg │ ├── prob-cost.svg │ ├── relu.png │ ├── sigmoid-latex.svg │ ├── sigmoid.png │ ├── sigmoid_latex.svg │ ├── tanh-latex.svg │ ├── tanh.png │ ├── tanh_latex.svg │ ├── theory.broadcast_2.gif │ ├── tree-def.png │ └── tree-eval-derivs.png └── readme.md ├── C2-Improving-Deep-Neural-Networks ├── img │ ├── batch-norm-nn.png │ ├── batch-norm.png │ ├── bias-c0.svg │ ├── bias-c0c.svg │ ├── bias-c1.svg │ ├── bias-c2.svg │ ├── bias-c3.svg │ ├── bias-c4.svg │ ├── bias-variance-tradeoff.png │ ├── dropout.jpeg │ ├── ewa-temp-plot1.png │ ├── ewa-temp-plot2.png │ ├── ewa-temp-plot3.png │ ├── ewa-temp1.svg │ ├── ewa-temp2.svg │ ├── ewa-weight.svg │ ├── ewa.svg │ ├── momentum-algo.png │ ├── reg-logistic-cost.svg │ ├── reg-logistic-l1.svg │ ├── reg-logistic-l2.svg │ ├── reg-nn-cost.svg │ ├── reg-nn-fnorm.svg │ ├── reg-nn-grad.svg │ ├── reg-nn-wdecay.svg │ └── saddle-point.png └── readme.md ├── C3-Structuring-Machine-Learning-Projects ├── img │ ├── bias-variance-mismatch-1.png │ ├── bias-variance-mismatch.png │ ├── data-dist.png │ ├── end-to-end.png │ ├── human-performance.png │ ├── improve-performance.png │ ├── metric-clf-error-weighted.svg │ ├── metric-clf-error-weights.svg │ ├── metric-clf-error.svg │ ├── multi-task-learning.png │ └── transfer-learning.png └── readme.md ├── C4-Convolutional-Neural-Networks ├── img │ ├── alexnet.png │ ├── conv-1x1.svg │ ├── data-augmentation.png │ ├── data-hand-engineering.png │ ├── edge-detect-v.png │ ├── face-recognition.png │ ├── inception-computation.png │ ├── inception-module.png │ ├── inception-motivation.png │ ├── inception-network.png │ ├── inception.png │ ├── layer_activations.svg │ ├── layer_bias.svg │ ├── layer_filter_shape.svg │ ├── layer_filter_size.svg │ ├── layer_input_shape.svg │ ├── layer_num_filters.svg │ ├── layer_output_height.svg │ ├── layer_output_shape.svg │ ├── layer_output_width.svg │ ├── layer_padding_size.svg │ ├── layer_stride_size.svg │ ├── layer_weights.svg │ ├── lenet-5.png │ ├── multi-crop.png │ ├── neural-style-transfer.png │ ├── nn-example-size.png │ ├── nn-example.png │ ├── object-anchorbox.png │ ├── object-clf-detect.png │ ├── object-clf-local-y.png │ ├── object-clf-local.png │ ├── object-iou.png │ ├── object-landmark.png │ ├── object-nonmax.png │ ├── object-slide-window.png │ ├── object-sliding-conv.png │ ├── object-sliding-conv2.png │ ├── object-yolo-alg.png │ ├── object-yolo-algorithm.png │ ├── resnet-block.png │ ├── resnet-network.png │ ├── resnet-plain-34.png │ ├── resnet-resnet-34.png │ ├── resnet.png │ ├── siamese-network.png │ ├── style-cost1.png │ ├── style-cost2.png │ ├── style-cost3.png │ ├── vgg-16.png │ └── visualizing-nn.png └── readme.md ├── C5-Sequence-Models ├── img │ ├── BRNN-ner.png │ ├── BRNN.png │ ├── CTC-rnn.png │ ├── DRNN.png │ ├── GRU.png │ ├── LSTM-units.png │ ├── LSTM.png │ ├── attention-alpha-e-nn.png │ ├── attention-alpha-vis.png │ ├── attention-alpha.svg │ ├── attention-intuition.png │ ├── attention-model.png │ ├── attn_mechanism.png │ ├── attn_model.png │ ├── beam-search-1.png │ ├── beam-search-2.png │ ├── beam-search-logp.svg │ ├── beam-search-norm.svg │ ├── beam-search-p.svg │ ├── bleu-combined.svg │ ├── bleu-ngram.svg │ ├── bleu-score-drop.png │ ├── embedding_debiased.svg │ ├── encoder-decoder.png │ ├── equalize.png │ ├── glove-model.svg │ ├── image-caption.png │ ├── mt-conditional-lm.png │ ├── negative-sampling-p.svg │ ├── neural-lm-embedding.png │ ├── rnn-forward.png │ ├── rnn-lm.png │ ├── rnn-notation.png │ ├── rnn-sampling.png │ ├── rnn-type.png │ ├── rnn-unit.png │ ├── sentiment-model-rnn.png │ ├── sentiment-model-simple.png │ ├── seq-seq.png │ ├── softmax.svg │ ├── speech-recognition-attention.png │ ├── trigger-word-detection.png │ └── word-embedding.png └── readme.md ├── LICENSE ├── README.md └── _config.yml /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lijqhs/deeplearning-notes/HEAD/.gitignore -------------------------------------------------------------------------------- /C1-Neural-Networks-and-Deep-Learning/img/backprop_flow.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lijqhs/deeplearning-notes/HEAD/C1-Neural-Networks-and-Deep-Learning/img/backprop_flow.png -------------------------------------------------------------------------------- /C1-Neural-Networks-and-Deep-Learning/img/gradient-descent.jpeg: 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