├── .DS_Store ├── .gitignore ├── English version ├── README.md ├── ch01_MathematicalBasis │ ├── Chapter 1_MathematicalBasis.md │ ├── img │ │ └── ch1 │ │ │ ├── conditional_probability.jpg │ │ │ ├── prob_distribution_1.png │ │ │ ├── prob_distribution_2.png │ │ │ ├── prob_distribution_3.png │ │ │ ├── prob_distribution_4.png │ │ │ ├── prob_distribution_5.png │ │ │ ├── prob_distribution_6.png │ │ │ └── prob_distribution_7.png │ └── readme.md └── ch02_MachineLearningFoundation │ ├── Chapter 2_TheBasisOfMachineLearning.md │ ├── img │ └── ch2 │ │ ├── 2-1.png │ │ ├── 2-10.png │ │ ├── 2-11.png │ │ ├── 2-12.png │ │ ├── 2-13.png │ │ ├── 2-14.png │ │ ├── 2-15.png │ │ ├── 2-16.png │ │ ├── 2-17.png │ │ ├── 2-18.jpg │ │ ├── 2-19.jpg │ │ ├── 2-2.png │ │ ├── 2-20.gif │ │ ├── 2-21.gif │ │ ├── 2-22.gif │ │ ├── 2-4.png │ │ ├── 2-5.png │ │ ├── 2-6.png │ │ ├── 2-7.png │ │ ├── 2-8.png │ │ ├── 2-9.png │ │ ├── 2.1 │ │ ├── 1.jpg │ │ ├── 10.jpg │ │ ├── 12.jpg │ │ ├── 2.jpg │ │ ├── 3.jpg │ │ ├── 4.png │ │ ├── 5.jpg │ │ ├── 6.jpg │ │ ├── 7.jpg │ │ ├── 8.jpg │ │ └── 9.png │ │ ├── 2.16.17-1.png │ │ ├── 2.16.17-2.png │ │ ├── 2.16.17-3.png │ │ ├── 2.16.18.1.png │ │ ├── 2.16.20.1.png │ │ ├── 2.16.4.1.jpg │ │ ├── 2.16.4.2.png │ │ ├── 2.16.4.3.png │ │ ├── 2.16 │ │ ├── 1.jpg │ │ └── 2.jpg │ │ ├── 2.18 │ │ └── 1.jpg │ │ ├── 2.19.1.1.png │ │ ├── 2.19.5A.jpg │ │ ├── 2.19.5B.jpg │ │ ├── 2.19.5C.png │ │ ├── 2.2.09.png │ │ ├── 2.2.10.png │ │ ├── 2.2.11.png │ │ ├── 2.2.12.png │ │ ├── 2.2.4.png │ │ ├── 2.2.8.png │ │ ├── 2.20.1.jpg │ │ ├── 2.21.1.1.png │ │ ├── 2.21.1.2.png │ │ ├── 2.21.1.3.png │ │ ├── 2.21.1.4.png │ │ ├── 2.21.1.5.png │ │ ├── 2.21.1.6.png │ │ ├── 2.21.1.6a.png │ │ ├── 2.21.1.7.png │ │ ├── 2.21.3.1.png │ │ ├── 2.25 │ │ └── 1.png │ │ ├── 2.27 │ │ ├── 1.png │ │ └── 2.png │ │ ├── 2.29 │ │ └── 1.png │ │ ├── 2.34 │ │ └── 1.png │ │ ├── 2.40.10 │ │ └── 1.png │ │ ├── 2.40.11 │ │ └── 1.jpg │ │ ├── 2.40.15 │ │ └── 1.png │ │ ├── 2.40.3 │ │ ├── 1.jpg │ │ ├── 1.png │ │ ├── 2.20.1.jpg │ │ ├── 2.png │ │ └── 3.png │ │ ├── 2.5.1.png │ │ ├── 2.6 │ │ └── 1.png │ │ ├── 2.7.3.png │ │ └── 2.9 │ │ └── 1.png │ └── readme.md ├── LICENSE ├── README.md ├── Translation Required ├── _config.yml ├── ch01_数学基础 ├── img │ └── ch1 │ │ ├── conditional_probability.jpg │ │ ├── prob_distribution_1.png │ │ ├── prob_distribution_2.png │ │ ├── prob_distribution_3.png │ │ ├── prob_distribution_4.png │ │ ├── prob_distribution_5.png │ │ ├── prob_distribution_6.png │ │ └── prob_distribution_7.png ├── modify_log.txt ├── readme.md └── 第一章_数学基础.md ├── ch02_机器学习基础 ├── img │ └── ch2 │ │ ├── 2-1.png │ │ ├── 2-10.png │ │ ├── 2-11.png │ │ ├── 2-12.png │ │ ├── 2-13.png │ │ ├── 2-14.png │ │ ├── 2-15.png │ │ ├── 2-16.png │ │ ├── 2-17.png │ │ ├── 2-18.jpg │ │ ├── 2-19.jpg │ │ ├── 2-2.png │ │ ├── 2-20.gif │ │ ├── 2-21.gif │ │ ├── 2-22.gif │ │ ├── 2-4.png │ │ ├── 2-5.png │ │ ├── 2-6.png │ │ ├── 2-7.png │ │ ├── 2-8.png │ │ ├── 2-9.png │ │ ├── 2.1 │ │ ├── 1.jpg │ │ ├── 10.jpg │ │ ├── 12.jpg │ │ ├── 2.jpg │ │ ├── 3.jpg │ │ ├── 4.png │ │ ├── 5.jpg │ │ ├── 6.jpg │ │ ├── 7.jpg │ │ ├── 8.jpg │ │ └── 9.png │ │ ├── 2.16.17-1.png │ │ ├── 2.16.17-2.png │ │ ├── 2.16.17-3.png │ │ ├── 2.16.18.1.png │ │ ├── 2.16.20.1.png │ │ ├── 2.16.4.1.jpg │ │ ├── 2.16.4.2.png │ │ ├── 2.16.4.3.png │ │ ├── 2.16 │ │ ├── 1.jpg │ │ └── 2.jpg │ │ ├── 2.18 │ │ └── 1.jpg │ │ ├── 2.19.1.1.png │ │ ├── 2.19.5A.jpg │ │ ├── 2.19.5B.jpg │ │ ├── 2.19.5C.png │ │ ├── 2.2.09.png │ │ ├── 2.2.10.png │ │ ├── 2.2.11.png │ │ ├── 2.2.12.png │ │ ├── 2.2.4.png │ │ ├── 2.2.8.png │ │ ├── 2.20.1.jpg │ │ ├── 2.21.1.1.png │ │ ├── 2.21.1.2.png │ │ ├── 2.21.1.3.png │ │ ├── 2.21.1.4.png │ │ ├── 2.21.1.5.png │ │ ├── 2.21.1.6.png │ │ ├── 2.21.1.6a.png │ │ ├── 2.21.1.7.png │ │ ├── 2.21.3.1.png │ │ ├── 2.25 │ │ └── 1.png │ │ ├── 2.27 │ │ ├── 1.png │ │ └── 2.png │ │ ├── 2.29 │ │ └── 1.png │ │ ├── 2.34 │ │ └── 1.png │ │ ├── 2.40.10 │ │ └── 1.png │ │ ├── 2.40.11 │ │ └── 1.jpg │ │ ├── 2.40.15 │ │ └── 1.png │ │ ├── 2.40.3 │ │ ├── 1.jpg │ │ ├── 1.png │ │ ├── 2.20.1.jpg │ │ ├── 2.png │ │ └── 3.png │ │ ├── 2.5.1.png │ │ ├── 2.6 │ │ └── 1.png │ │ ├── 2.7.3.png │ │ └── 2.9 │ │ └── 1.png ├── modify_log.txt ├── readme.md ├── 第二章_机器学习基础.md └── 第二章_机器学习基础.pdf ├── ch03_深度学习基础 ├── img │ └── ch3 │ │ ├── 3-1.png │ │ ├── 3-10.jpg │ │ ├── 3-11.jpg │ │ ├── 3-12.png │ │ ├── 3-13.png │ │ ├── 3-14.png │ │ ├── 3-15.png │ │ ├── 3-16.png │ │ ├── 3-17.gif │ │ ├── 3-18.png │ │ ├── 3-19.png │ │ ├── 3-2.png │ │ ├── 3-20.gif │ │ ├── 3-21.png │ │ ├── 3-22.png │ │ ├── 3-23.png │ │ ├── 3-24.png │ │ ├── 3-25.png │ │ ├── 3-26.png │ │ ├── 3-27.png │ │ ├── 3-28.png │ │ ├── 3-29.png │ │ ├── 3-3.png │ │ ├── 3-30.png │ │ ├── 3-31.png │ │ ├── 3-32.png │ │ ├── 3-33.png │ │ ├── 3-34.png │ │ ├── 3-35.jpg │ │ ├── 3-36.png │ │ ├── 3-37.png │ │ ├── 3-38.png │ │ ├── 3-39.jpg │ │ ├── 3-4.png │ │ ├── 3-40.png │ │ ├── 3-41.png │ │ ├── 3-5.png │ │ ├── 3-6.png │ │ ├── 3-7.jpg │ │ ├── 3-8.png │ │ ├── 3-9.jpg │ │ ├── 3.1.1.5.png │ │ ├── 3.1.1.6.png │ │ ├── 3.1.6.1.png │ │ ├── 3.12.2.1.png │ │ ├── 3.12.2.2.png │ │ ├── 3.2.1.1.png │ │ ├── 3.2.1.2.png │ │ ├── 3.2.2.1.png │ │ ├── 3.2.3.1.png │ │ ├── 3.2.3.2.png │ │ ├── 3.2.3.4.png │ │ ├── 3.2.3.5.png │ │ ├── 3.2.3.6.png │ │ ├── 3.2.4.1.png │ │ ├── 3.2.5.1.png │ │ ├── 3.2.5.2.png │ │ ├── 3.2.5.3.png │ │ ├── 3.2.5.4.png │ │ ├── 3.4.9.1.png │ │ ├── 3.4.9.2.png │ │ ├── 3.4.9.3.png │ │ ├── 3.6.3.1.png │ │ ├── 3.6.7.1.png │ │ └── 3.8.2.1.png ├── modify_log.txt ├── readme.md ├── 第三章_深度学习基础.md └── 第三章_深度学习基础.pdf ├── ch04_经典网络 ├── img │ └── ch4 │ │ ├── LeNet-5.jpg │ │ ├── alexnet.png │ │ ├── featureMap.jpg │ │ ├── image10.png │ │ ├── image11.GIF │ │ ├── image12.png │ │ ├── image13.png │ │ ├── image14.png │ │ ├── image15.jpeg │ │ ├── image18.jpeg │ │ ├── image19.jpeg │ │ ├── image2.jpeg │ │ ├── image20.jpeg │ │ ├── image21.jpeg │ │ ├── image22.jpeg │ │ ├── image23.jpeg │ │ ├── image24.png │ │ ├── image25.jpeg │ │ ├── image26.png │ │ ├── image27.jpeg │ │ ├── image28.jpeg │ │ ├── image3.png │ │ ├── image31.png │ │ ├── image32.png │ │ ├── image33.png │ │ ├── image34.png │ │ ├── image35.png │ │ ├── image36.png │ │ ├── image37.png │ │ ├── image38.png │ │ ├── image39.png │ │ ├── image4.png │ │ ├── image40.png │ │ ├── image41.png │ │ ├── image42.png │ │ ├── image43.png │ │ ├── image44.png │ │ ├── image45.png │ │ ├── image46.png │ │ ├── image47.png │ │ ├── image48.png │ │ ├── image49.png │ │ ├── image5.png │ │ ├── image50.png │ │ ├── image51.png │ │ ├── image52.png │ │ ├── image53.png │ │ ├── image54.png │ │ ├── image55.png │ │ ├── image56.png │ │ ├── image6.png │ │ ├── image60.jpeg │ │ ├── image61.png │ │ ├── image62.png │ │ ├── image63.png │ │ ├── image7.png │ │ ├── image8.png │ │ ├── image9.png │ │ ├── img_inception_01.png │ │ ├── img_inception_02.png │ │ ├── img_inception_03.png │ │ ├── img_inception_04.png │ │ ├── img_inception_05.png │ │ ├── vgg16.png │ │ ├── zfnet-layer1.png │ │ └── zfnet-layer2.png ├── modify_log.txt ├── readme.md └── 第四章_经典网络.md ├── ch05_卷积神经网络(CNN) ├── img │ └── ch5 │ │ ├── Image-process.png │ │ ├── NLP.png │ │ ├── audio-recognition.png │ │ ├── audio.png │ │ ├── cat-blur-gaussian.jpg │ │ ├── cat-boxblur.jpg │ │ ├── cat-crop.png │ │ ├── cat-edgeDetect-2.jpg │ │ ├── cat-edgeDetect.jpg │ │ ├── cat-sharpen.jpg │ │ ├── cat.jpg │ │ ├── conv-same.png │ │ ├── conv-valid.png │ │ ├── conv.png │ │ ├── convolution.png │ │ ├── full-connected.png │ │ ├── general_pooling.png │ │ ├── img1.png │ │ ├── img10.png │ │ ├── img11.png │ │ ├── img12.png │ │ ├── img13.png │ │ ├── img14.png │ │ ├── img15.png │ │ ├── img16.png │ │ ├── img17.png │ │ ├── img18.png │ │ ├── img19.png │ │ ├── img2.png │ │ ├── img20.png │ │ ├── img21.png │ │ ├── img22.png │ │ ├── img23.png │ │ ├── img24.png │ │ ├── img25.png │ │ ├── img26.png │ │ ├── img27.png │ │ ├── img28.png │ │ ├── img29.png │ │ ├── img3.png │ │ ├── img30.png │ │ ├── img31.png │ │ ├── img32.png │ │ ├── img33.png │ │ ├── img34.png │ │ ├── img35.png │ │ ├── img36.png │ │ ├── img37.png │ │ ├── img38.png │ │ ├── img39.png │ │ ├── img4.png │ │ ├── img40.png │ │ ├── img41.png │ │ ├── img42.png │ │ ├── img43.png │ │ ├── img44.png │ │ ├── img45.png │ │ ├── img46.png │ │ ├── img47.png │ │ ├── img48.png │ │ ├── img49.png │ │ ├── img5.png │ │ ├── img50.png │ │ ├── img51.png │ │ ├── img52.png │ │ ├── img53.png │ │ ├── img54.png │ │ ├── img55.png │ │ ├── img56.png │ │ ├── img57.png │ │ ├── img58.png │ │ ├── img59.png │ │ ├── img6.png │ │ ├── img60.png │ │ ├── img61.png │ │ ├── img62.png │ │ ├── img63.png │ │ ├── img64.png │ │ ├── img65.png │ │ ├── img66.png │ │ ├── img7.png │ │ ├── img8.png │ │ ├── img9.png │ │ ├── local-connected.png │ │ ├── local-conv.png │ │ ├── overlap_pooling.png │ │ └── spatial_pooling.png ├── modify_log.txt ├── readme.md └── 第五章 卷积神经网络（CNN）.md ├── ch06_循环神经网络(RNN) ├── img │ └── ch6 │ │ ├── figure_6.1_1.jpg │ │ ├── figure_6.2_1.png │ │ ├── figure_6.2_2.jpg │ │ ├── figure_6.4_1.png │ │ ├── figure_6.6.1_1.png │ │ ├── figure_6.6.2_1.png │ │ ├── figure_6.6.3_1.png │ │ ├── figure_6.6.4_1.png │ │ ├── figure_6.6.4_2.png │ │ ├── figure_6.6.4_3.png │ │ ├── figure_6.6.5_1.png │ │ ├── figure_6.6.6_1.png │ │ ├── figure_6.6.6_2.png │ │ └── figure_6.6.7_1.png ├── modify_log.txt ├── readme.md └── 第六章_循环神经网络(RNN).md ├── ch07_生成对抗网络(GAN) ├── __MACOSX │ ├── ._ch07_生成对抗网络(GAN) │ └── ch07_生成对抗网络(GAN) │ │ ├── ._.DS_Store │ │ ├── ._ch7.md │ │ ├── ._ch7.pdf │ │ ├── ._img │ │ └── img │ │ ├── ._.DS_Store │ │ ├── ._ch7 │ │ └── ch7 │ │ ├── ._.DS_Store │ │ ├── ._7.1-gan_structure.png │ │ ├── ._Boundary_map.png │ │ ├── ._CGAN网络结构.png │ │ ├── ._CycleGAN模型示意图.png │ │ ├── ._CycleGAN结果例子.png │ │ ├── ._DCGAN结构图.png │ │ ├── ._DCGAN输入噪声理解.png │ │ ├── ._DCGAN输入噪声算术运算.png │ │ ├── ._LSGAN交叉熵与最小二乘损失对比图.png │ │ ├── ._Wass距离随迭代次数变化.png │ │ ├── ._cycleGAN数据增广.png │ │ ├── ._mode_dropping.png │ │ ├── ._model_collpsing.png │ │ ├── ._pix2pixHD_Loss.png │ │ ├── ._pix2pixHD网络结构.png │ │ ├── ._pix2pix_Loss.png │ │ ├── ._pix2pix模型示意图.png │ │ ├── ._pix2pix结果示例.png │ │ ├── ._pix2pix语义地图L1loss结果.png │ │ ├── ._readme.md │ │ ├── ._seqGAN模型.png │ │ ├── ._starGAN加入mask示意图.png │ │ ├── ._starGAN模型结构.png │ │ ├── ._upsample.png │ │ └── ._语义编辑.png └── ch07_生成对抗网络(GAN) │ ├── ch7.md │ ├── ch7.pdf │ └── img │ └── ch7 │ ├── 7.1-gan_structure.png │ ├── Boundary_map.png │ ├── CGAN网络结构.png │ ├── CycleGAN模型示意图.png │ ├── CycleGAN结果例子.png │ ├── DCGAN结构图.png │ ├── DCGAN输入噪声理解.png │ ├── DCGAN输入噪声算术运算.png │ ├── LSGAN交叉熵与最小二乘损失对比图.png │ ├── Wass距离随迭代次数变化.png │ ├── cycleGAN数据增广.png │ ├── mode_dropping.png │ ├── model_collpsing.png │ ├── pix2pixHD_Loss.png │ ├── pix2pixHD网络结构.png │ ├── pix2pix_Loss.png │ ├── pix2pix模型示意图.png │ ├── pix2pix结果示例.png │ ├── pix2pix语义地图L1loss结果.png │ ├── readme.md │ ├── seqGAN模型.png │ ├── starGAN加入mask示意图.png │ ├── starGAN模型结构.png │ ├── upsample.png │ └── 语义编辑.png ├── ch08_目标检测 ├── img │ └── ch8 │ │ ├── 8.1.1.png │ │ ├── 8.1.10.png │ │ ├── 8.1.11.gif │ │ ├── 8.1.12.png │ │ ├── 8.1.13.png │ │ ├── 8.1.14.png │ │ ├── 8.1.15.png │ │ ├── 8.1.16.png │ │ ├── 8.1.17.png │ │ ├── 8.1.18.png │ │ ├── 8.1.19.png │ │ ├── 8.1.2.png │ │ ├── 8.1.20.png │ │ ├── 8.1.3.png │ │ ├── 8.1.4.png │ │ ├── 8.1.5.png │ │ ├── 8.1.6.png │ │ ├── 8.1.7.png │ │ ├── 8.1.8.png │ │ ├── 8.1.9.png │ │ ├── 8.2.1.png │ │ ├── 8.2.2.png │ │ ├── 8.2.3.png │ │ ├── 8.2.4.png │ │ ├── 8.2.5.png │ │ ├── 8.2.6.png │ │ ├── 8.2.7.png │ │ ├── 8.3.1.png │ │ ├── 8.4.1.png │ │ ├── 8.4.10.png │ │ ├── 8.4.11.png │ │ ├── 8.4.12.png │ │ ├── 8.4.13.png │ │ ├── 8.4.14.png │ │ ├── 8.4.2.png │ │ ├── 8.4.3.png │ │ ├── 8.4.4.png │ │ ├── 8.4.5.png │ │ ├── 8.4.6.png │ │ ├── 8.4.7.png │ │ ├── 8.4.8.png │ │ ├── 8.4.9.png │ │ ├── DSSD-01.png │ │ ├── DSSD-02.png │ │ ├── DSSD-03.png │ │ ├── FPN-01.png │ │ ├── FPN-02.png │ │ ├── FPN-03.png │ │ ├── FPN-04.png │ │ ├── M2Det-01.png │ │ ├── M2Det-02.png │ │ ├── M2Det-03.png │ │ ├── Mask R-CNN-01.png │ │ ├── Mask R-CNN-02.png │ │ ├── Mask R-CNN-03.png │ │ ├── Mask R-CNN-04.png │ │ ├── RFBNet-01.png │ │ ├── RFBNet-02.png │ │ ├── RFBNet-03.png │ │ ├── RetinaNet-01.png │ │ ├── RetinaNet-02.png │ │ ├── RetinaNet-03.png │ │ ├── RetinaNet-04.png │ │ ├── RetinaNet-05.png │ │ ├── RetinaNet-06.png │ │ ├── RetinaNet-07.png │ │ ├── RetinaNet-08.png │ │ ├── RetinaNet-09.png │ │ ├── RetinaNet-10.png │ │ ├── RetinaNet-11.png │ │ ├── RetinaNet-12.png │ │ ├── RetinaNet-13.png │ │ ├── RetinaNet-14.png │ │ ├── SSD-01.png │ │ ├── SSD-02.png │ │ ├── YOLOv1-01.png │ │ ├── YOLOv1-02.png │ │ ├── YOLOv1-03.png │ │ ├── YOLOv1-04.png │ │ ├── YOLOv2-01.png │ │ ├── YOLOv2-02.png │ │ ├── YOLOv2-03.png │ │ ├── YOLOv2-04.png │ │ ├── YOLOv3-01.png │ │ ├── YOLOv3-02.png │ │ ├── YOLOv3-03.png │ │ ├── al8.1.png │ │ └── snip_20181118170528.png ├── modify_log.txt ├── readme.md └── 第八章_目标检测.md ├── ch09_图像分割 ├── img │ └── ch9 │ │ ├── 9-10-1.png │ │ ├── 9-10-2.png │ │ ├── 9-10-3.png │ │ ├── COCO-01.png │ │ ├── Cityscapes-01.png │ │ ├── Instance-01.png │ │ ├── VOC-01.png │ │ ├── figure_9.1.10_1.png │ │ ├── figure_9.1.10_2.png │ │ ├── figure_9.1.10_3.png │ │ ├── figure_9.1.10_4.png │ │ ├── figure_9.1.10_5.png │ │ ├── figure_9.1.10_6.png │ │ ├── figure_9.1.1_1.jpg │ │ ├── figure_9.1.1_2.jpg │ │ ├── figure_9.1.2_1.jpg │ │ ├── figure_9.1.3_1.jpg │ │ ├── figure_9.1.7_1.png │ │ ├── figure_9.1.7_2.png │ │ ├── figure_9.1.7_3.png │ │ ├── figure_9.1.7_4.jpg │ │ ├── figure_9.1.8_1.png │ │ ├── figure_9.1.8_2.png │ │ ├── figure_9.1.9_1.png │ │ ├── figure_9.2_1.png │ │ ├── figure_9.3_1.jpg │ │ ├── figure_9.3_2.jpg │ │ ├── figure_9.3_3.png │ │ ├── figure_9.3_4.jpg │ │ ├── figure_9.4_1.png │ │ ├── figure_9.4_2.png │ │ ├── figure_9.6_1.png │ │ ├── figure_9.6_2.png │ │ ├── figure_9.6_3.png │ │ ├── figure_9.6_4.png │ │ ├── figure_9.6_5.png │ │ ├── figure_9.6_6.png │ │ ├── figure_9.6_7.png │ │ ├── figure_9.8_1.png │ │ ├── figure_9.8_2.png │ │ ├── figure_9.8_3.png │ │ ├── figure_9.8_4.png │ │ ├── figure_9.9_1.png │ │ ├── figure_9.9_2.png │ │ ├── figure_9.9_3.png │ │ ├── figure_9.9_4.png │ │ ├── figure_9.9_5.png │ │ ├── figure_9.9_6.png │ │ ├── figure_9.9_7.png │ │ ├── figure_9.9_8.png │ │ └── semantic-01.png ├── modify_log.txt ├── readme.md └── 第九章_图像分割.md ├── ch10_强化学习 ├── img │ └── ch10 │ │ ├── 10-1.png │ │ ├── 10-2.png │ │ ├── 10-3.png │ │ └── 10-4.png ├── modify_log.txt ├── readme.md └── 第十章_强化学习.md ├── ch11_迁移学习 ├── __MACOSX │ └── ch11_迁移学习 │ │ ├── ._.DS_Store │ │ ├── ._ch11.pdf │ │ ├── ._img │ │ ├── ._media │ │ ├── ._第十一章_迁移学习.md │ │ ├── img │ │ ├── ._.DS_Store │ │ ├── ._ch11 │ │ └── ch11 │ │ │ ├── ._1542972502781.png │ │ │ ├── ._1542973960796.png │ │ │ ├── ._1542974131814.png │ │ │ └── ._readme.md │ │ └── media │ │ ├── ._00864b9c79b810761fec244e89a0ea08.jpg │ │ ├── ._02cf7802ec9aabdccf710442cda04ccb.jpg │ │ ├── ._07e7da7afdea5c38f470b3a06d8137e2.jpg │ │ ├── ._0854b7278c50c5e2b0bbe61d273721c1.jpg │ │ ├── ._09cb64cf3f3ceb5d87369e41c29d34bf.jpg │ │ ├── ._0b5d1ded61af9b38fedb2746a7dda23e.jpg │ │ ├── ._0f3a57ffdefd178a4db06b52c2d53b58.jpg │ │ ├── ._103de3658cbb97ad4c24bafe28f9d957.jpg │ │ ├── ._1542808441403.png │ │ ├── ._1542812321831.png │ │ ├── ._1542812440636.png │ │ ├── ._1542812748062.png │ │ ├── ._1542817257337.png │ │ ├── ._1542817481582.png │ │ ├── ._1542820738631.png │ │ ├── ._1542820752570.png │ │ ├── ._1542820774326.png │ │ ├── ._1542820797637.png │ │ ├── ._1542821989163.png │ │ ├── ._1542822045307.png │ │ ├── ._1542822087844.png │ │ ├── ._1542822226596.png │ │ ├── ._1542822305161.png │ │ ├── ._1542822326035.png │ │ ├── ._1542822355361.png │ │ ├── ._1542822398717.png │ │ ├── ._1542822474045.png │ │ ├── ._1542822558549.png │ │ ├── ._1542822578502.png │ │ ├── ._1542822851294.png │ │ ├── ._1542822971212.png │ │ ├── ._1542823019007.png │ │ ├── ._1542823210556.png │ │ ├── ._1542823438846.png │ │ ├── ._1542823455820.png │ │ ├── ._1542823474720.png │ │ ├── ._1542823505559.png │ │ ├── ._1542823539428.png │ │ ├── ._1542823589390.png │ │ ├── ._1542823632598.png │ │ ├── ._1542823895008.png │ │ ├── ._1542824091867.png │ │ ├── ._1542824195602.png │ │ ├── ._1542824318155.png │ │ ├── ._1542824486343.png │ │ ├── ._1542824497736.png │ │ ├── ._1542824918145.png │ │ ├── ._1542825063804.png │ │ ├── ._1542825205225.png │ │ ├── ._1542825237816.png │ │ ├── ._1542825575318.png │ │ ├── ._1542825908870.png │ │ ├── ._1542825965528.png │ │ ├── ._1542826334834.png │ │ ├── ._1542826461988.png │ │ ├── ._1542826471739.png │ │ ├── ._1542826475517.png │ │ ├── ._1542826542007.png │ │ ├── ._1542826743056.png │ │ ├── ._1542826809443.png │ │ ├── ._1542826826991.png │ │ ├── ._1542827203409.png │ │ ├── ._1542828076050.png │ │ ├── ._1542828185735.png │ │ ├── ._1542828483223.png │ │ ├── ._1cb62df2f6209e4c20fe5592dcc62918.jpg │ │ ├── ._1dffeb6986cf18354dafed0e1c08e09f.jpg │ │ ├── ._20c3e041d5f5fdd3eceec976060c8b89.jpg │ │ ├── ._2c8363bdbb6739578197ca68d05d362c.jpg │ │ ├── ._3d0802d34834b3aa3a8290fc194bc5be.jpg │ │ ├── ._3ea390bee08e90a87c4990322469592e.jpg │ │ ├── ._40f2c27caa934c2d220d1d43ba0cef51.jpg │ │ ├── ._42d0f131b458659a0e642a3d0a156b09.jpg │ │ ├── ._4761dc00b96100769281e7c90011d09b.jpg │ │ ├── ._4abacd82901988c3e0a98bdb07b2abc6.jpg │ │ ├── ._4f913ade7e7a16426fd809f6ac0af7b2.jpg │ │ ├── ._52de242e850347b9f0b7a7ad8dfa84b0.jpg │ │ ├── ._5dc622ed6ec524048bee9be3da965903.jpg │ │ ├── ._5de65e5b7d2026c108b653d3ea60ffc2.jpg │ │ ├── ._602723a1d3ce0f3abe7c591a8e4bb6ec.jpg │ │ ├── ._631e5aab4e0680c374793804817bfbb6.jpg │ │ ├── ._65162f4b973a249a4f9788b2af998bdb.jpg │ │ ├── ._693ac94b61c21e30e846aa9ecfb1883c.jpg │ │ ├── ._6fe355b691b487cc87f5ba4afd2dda3d.jpg │ │ ├── ._71fcf4fee7500478ada89e52d72dcda1.jpg │ │ ├── ._7caec88931b25c3a023021bccab48ae3.jpg │ │ ├── ._857c3d2e84a6e9d5d31965252bcc9202.jpg │ │ ├── ._8d017ade0d332c15d1a242a61fd447ec.jpg │ │ ├── ._8d428fc8967ec734bd394cacfbfba40f.jpg │ │ ├── ._93f17238115b84db66ab5d56cfddacdd.jpg │ │ ├── ._966b912ade32d8171f18d2ea79b91b04.jpg │ │ ├── ._9898eb379bf1d726962b5928cfed69b0.jpg │ │ ├── ._a1122fb92521b6d3c484d264560473dc.jpg │ │ ├── ._a2a7e5cc9e4325b6f23d79efec9c51da.jpg │ │ ├── ._a3db84158d9b6454adff88dbe4fa5d28.jpg │ │ ├── ._a814da5329927aca7b2a02cefb2e3f44.jpg │ │ ├── ._aa10d36f758430dd4ff72d2bf6a76a6c.jpg │ │ ├── ._ab78b954fa6c763bdc99072fb5a1f670.jpg │ │ ├── ._ad24cbd2e510f912a72a82a2acfe92de.jpg │ │ ├── ._b1630ca5d004d4b430672c8b8ce7fb90.jpg │ │ ├── ._b4513fe8c46d8e429d9f5526fd66c57a.jpg │ │ ├── ._c8e12bd34619cf9e3111be3e728b3aa6.jpg │ │ ├── ._cf52633ba21fdb92e33853b80eb07ee0.jpg │ │ ├── ._d8427680025580b726d99b1143bffd94.jpg │ │ ├── ._dd15dfa395f495d41806595f58f3754d.jpg │ │ ├── ._e654d14df0b44ee4e8a0e505c654044b.jpg │ │ ├── ._f0cccba910e0833cb8455d4fe84a7dc8.jpg │ │ ├── ._f852afecfb647f6b2727c4dcbabb1323.jpg │ │ ├── ._fa08900e89bfd53cc28345d21bc6aca0.jpg │ │ ├── ._fa99e7c6f1985ddc380d04d4eb3adf26.jpg │ │ ├── ._fcbe02803e45f6455a4602b645b472c5.jpg │ │ ├── ._fed8fcb90eedfa6d3c4b11464c3440cb.jpg │ │ └── ._ffdf5ed6d284f09e2f3c8d3e062c9bc2.jpg └── ch11_迁移学习 │ ├── ch11.pdf │ ├── img │ └── ch11 │ │ ├── 1542972502781.png │ │ ├── 1542973960796.png │ │ ├── 1542974131814.png │ │ └── readme.md │ ├── media │ ├── 00864b9c79b810761fec244e89a0ea08.jpg │ ├── 02cf7802ec9aabdccf710442cda04ccb.jpg │ ├── 07e7da7afdea5c38f470b3a06d8137e2.jpg │ ├── 0854b7278c50c5e2b0bbe61d273721c1.jpg │ ├── 09cb64cf3f3ceb5d87369e41c29d34bf.jpg │ ├── 0b5d1ded61af9b38fedb2746a7dda23e.jpg │ ├── 0f3a57ffdefd178a4db06b52c2d53b58.jpg │ ├── 103de3658cbb97ad4c24bafe28f9d957.jpg │ ├── 1542808441403.png │ ├── 1542812321831.png │ ├── 1542812440636.png │ ├── 1542812748062.png │ ├── 1542817257337.png │ ├── 1542817481582.png │ ├── 1542820738631.png │ ├── 1542820752570.png │ ├── 1542820774326.png │ ├── 1542820797637.png │ ├── 1542821989163.png │ ├── 1542822045307.png │ ├── 1542822087844.png │ ├── 1542822226596.png │ ├── 1542822305161.png │ ├── 1542822326035.png │ ├── 1542822355361.png │ ├── 1542822398717.png │ ├── 1542822474045.png │ ├── 1542822558549.png │ ├── 1542822578502.png │ ├── 1542822851294.png │ ├── 1542822971212.png │ ├── 1542823019007.png │ ├── 1542823210556.png │ ├── 1542823438846.png │ ├── 1542823455820.png │ ├── 1542823474720.png │ ├── 1542823505559.png │ ├── 1542823539428.png │ ├── 1542823589390.png │ ├── 1542823632598.png │ ├── 1542823895008.png │ ├── 1542824091867.png │ ├── 1542824195602.png │ ├── 1542824318155.png │ ├── 1542824486343.png │ ├── 1542824497736.png │ ├── 1542824918145.png │ ├── 1542825063804.png │ ├── 1542825205225.png │ ├── 1542825237816.png │ ├── 1542825575318.png │ ├── 1542825908870.png │ ├── 1542825965528.png │ ├── 1542826334834.png │ ├── 1542826461988.png │ ├── 1542826471739.png │ ├── 1542826475517.png │ ├── 1542826542007.png │ ├── 1542826743056.png │ ├── 1542826809443.png │ ├── 1542826826991.png │ ├── 1542827203409.png │ ├── 1542828076050.png │ ├── 1542828185735.png │ ├── 1542828483223.png │ ├── 1cb62df2f6209e4c20fe5592dcc62918.jpg │ ├── 1dffeb6986cf18354dafed0e1c08e09f.jpg │ ├── 20c3e041d5f5fdd3eceec976060c8b89.jpg │ ├── 2c8363bdbb6739578197ca68d05d362c.jpg │ ├── 3d0802d34834b3aa3a8290fc194bc5be.jpg │ ├── 3ea390bee08e90a87c4990322469592e.jpg │ ├── 40f2c27caa934c2d220d1d43ba0cef51.jpg │ ├── 42d0f131b458659a0e642a3d0a156b09.jpg │ ├── 4761dc00b96100769281e7c90011d09b.jpg │ ├── 4abacd82901988c3e0a98bdb07b2abc6.jpg │ ├── 4f913ade7e7a16426fd809f6ac0af7b2.jpg │ ├── 52de242e850347b9f0b7a7ad8dfa84b0.jpg │ ├── 5dc622ed6ec524048bee9be3da965903.jpg │ ├── 5de65e5b7d2026c108b653d3ea60ffc2.jpg │ ├── 602723a1d3ce0f3abe7c591a8e4bb6ec.jpg │ ├── 631e5aab4e0680c374793804817bfbb6.jpg │ ├── 65162f4b973a249a4f9788b2af998bdb.jpg │ ├── 693ac94b61c21e30e846aa9ecfb1883c.jpg │ ├── 6fe355b691b487cc87f5ba4afd2dda3d.jpg │ ├── 71fcf4fee7500478ada89e52d72dcda1.jpg │ ├── 7caec88931b25c3a023021bccab48ae3.jpg │ ├── 857c3d2e84a6e9d5d31965252bcc9202.jpg │ ├── 8d017ade0d332c15d1a242a61fd447ec.jpg │ ├── 8d428fc8967ec734bd394cacfbfba40f.jpg │ ├── 93f17238115b84db66ab5d56cfddacdd.jpg │ ├── 966b912ade32d8171f18d2ea79b91b04.jpg │ ├── 9898eb379bf1d726962b5928cfed69b0.jpg │ ├── a1122fb92521b6d3c484d264560473dc.jpg │ ├── a2a7e5cc9e4325b6f23d79efec9c51da.jpg │ ├── a3db84158d9b6454adff88dbe4fa5d28.jpg │ ├── a814da5329927aca7b2a02cefb2e3f44.jpg │ ├── aa10d36f758430dd4ff72d2bf6a76a6c.jpg │ ├── ab78b954fa6c763bdc99072fb5a1f670.jpg │ ├── ad24cbd2e510f912a72a82a2acfe92de.jpg │ ├── b1630ca5d004d4b430672c8b8ce7fb90.jpg │ ├── b4513fe8c46d8e429d9f5526fd66c57a.jpg │ ├── c8e12bd34619cf9e3111be3e728b3aa6.jpg │ ├── cf52633ba21fdb92e33853b80eb07ee0.jpg │ ├── d8427680025580b726d99b1143bffd94.jpg │ ├── dd15dfa395f495d41806595f58f3754d.jpg │ ├── e654d14df0b44ee4e8a0e505c654044b.jpg │ ├── f0cccba910e0833cb8455d4fe84a7dc8.jpg │ ├── f852afecfb647f6b2727c4dcbabb1323.jpg │ ├── fa08900e89bfd53cc28345d21bc6aca0.jpg │ ├── fa99e7c6f1985ddc380d04d4eb3adf26.jpg │ ├── fcbe02803e45f6455a4602b645b472c5.jpg │ ├── fed8fcb90eedfa6d3c4b11464c3440cb.jpg │ └── ffdf5ed6d284f09e2f3c8d3e062c9bc2.jpg │ └── 第十一章_迁移学习.md ├── ch12_网络搭建及训练 ├── img │ └── ch12 │ │ ├── 1.bmp │ │ ├── readme.md │ │ ├── 历年冠军.png │ │ └── 网络结构演进.png ├── modify_log.txt ├── readme.md └── 第十二章_网络搭建及训练.md ├── ch13_优化算法 ├── img │ └── ch13 │ │ ├── figure_13_15_1.png │ │ ├── figure_13_15_2.png │ │ ├── figure_13_18_1.png │ │ ├── figure_13_19_1.png │ │ ├── figure_13_36_1.png │ │ ├── figure_13_43_1.png │ │ ├── figure_13_43_2.png │ │ ├── figure_13_43_3.png │ │ ├── figure_13_43_4.png │ │ ├── figure_13_43_5.png │ │ ├── figure_13_43_6.png │ │ ├── figure_13_43_7.png │ │ ├── figure_13_43_8.png │ │ ├── figure_13_4_1.png │ │ └── figure_13_7_1.png ├── modify_log.txt ├── readme.md └── 第十三章_优化算法.md ├── ch14_超参数调整 ├── img │ └── ch14 │ │ ├── 14.14.png │ │ ├── NASNet的RNN控制器.png │ │ ├── NAS搜索策略.png │ │ ├── RNN控制器.png │ │ ├── cycle衰减.jpeg │ │ ├── readme.md │ │ ├── 不同学习率.jpg │ │ ├── 余弦cycle衰减.jpeg │ │ ├── 余弦衰减.jpeg │ │ ├── 噪声线性余弦衰减.jpeg │ │ ├── 多项式衰减.jpeg │ │ ├── 思维导图.png │ │ ├── 指数衰减.jpeg │ │ ├── 线性余弦衰减.jpeg │ │ └── 逆时衰减.jpeg ├── modify_log.txt ├── readme.md └── 第十四章_超参数调整.md ├── ch15_GPU和框架选型 ├── img │ └── ch15 │ │ ├── cpu_gpu.png │ │ ├── cpu_specs.png │ │ ├── cuda8.0.png │ │ ├── cuda9.0.png │ │ ├── cuda_software_arch.png │ │ ├── cudacore.jpg │ │ ├── gpu_memory.png │ │ ├── gpu_memory_arch.png │ │ ├── gpu_specs.png │ │ ├── gtx.png │ │ └── mat_mul_gpu.png ├── modify_log.txt ├── readme.md └── 第十五章_异构运算、GPU及框架选型.md ├── ch16_自然语言处理(NLP) ├── img │ └── ch16 │ │ └── readme.md ├── modify_log.txt ├── readme.md └── 第十六章_NLP.md ├── ch17_模型压缩、加速及移动端部署 ├── 17.8.1 NCNN部署.md ├── img │ └── ch17 │ │ ├── 1.png │ │ ├── 10.png │ │ ├── 11.png │ │ ├── 12.png │ │ ├── 13.png │ │ ├── 14.png │ │ ├── 15.png │ │ ├── 16.png │ │ ├── 17.png │ │ ├── 18.png │ │ ├── 19.png │ │ ├── 2.png │ │ ├── 20.png │ │ ├── 21.png │ │ ├── 22.png │ │ ├── 23.png │ │ ├── 24.png │ │ ├── 25.png │ │ ├── 26.png │ │ ├── 27.png │ │ ├── 3.jpg │ │ ├── 3.png │ │ ├── 4.jpg │ │ ├── 4.png │ │ ├── 5.jpg │ │ ├── 5.png │ │ ├── 6.png │ │ ├── 7.png │ │ ├── 8.png │ │ ├── 9.png │ │ ├── MDL1.png │ │ ├── QNNPACK1.jpeg │ │ ├── QNNPACK2.jpeg │ │ ├── QNNPACK3.jpeg │ │ ├── QNNPACK4.jpeg │ │ ├── framework_design.png │ │ ├── maca_com.jpg │ │ ├── mace-arch.png │ │ ├── mace-work-flow-zh.png │ │ ├── mv1.jpg │ │ ├── mv2.jpg │ │ ├── mv3.jpg │ │ ├── packflow1.jpg │ │ ├── packflow2.jpg │ │ ├── packflow3.jpg │ │ ├── packflow4.jpg │ │ ├── packflow5.jpg │ │ ├── readme.md │ │ ├── tensorRT1.png │ │ ├── tensorRT2.png │ │ ├── tensorRT3.png │ │ ├── tflite_artc.JPEG │ │ ├── 低秩分解模型压缩加速.jpg │ │ ├── 剪枝粒度分类.png │ │ └── 网络蒸馏.png ├── modify_log.txt ├── readme.md ├── 第十七章_模型压缩、加速及移动端部署.md └── 第十七章_模型压缩、加速及移动端部署.pdf ├── ch18_后端架构选型、离线及实时计算 ├── img │ ├── 18-2-10-1.png │ ├── 18-2-10-2.png │ ├── 18-2-2.png │ ├── 18-2-3-1.png │ ├── 18-2-3-2.png │ ├── 18-2-4-1.png │ ├── 18-2-4-2.png │ ├── 18-2-5-1.png │ ├── 18-2-5-2.png │ ├── 18-2-6-1.png │ ├── 18-2-6-2.png │ ├── 18-2-9-1.png │ ├── 18-2-9-2.png │ ├── 18-2-9-3.png │ ├── 18-2-9-4.png │ ├── 18-4-1.png │ ├── 18-4-2.png │ ├── 18-4-3.png │ ├── 18-4-4.png │ ├── 18-4-5.png │ ├── 18-9-2-1.png │ ├── 18-9-2-2.png │ └── 18-9-3-1.png ├── modify_log.txt ├── readme.md └── 第十八章_后端架构选型、离线及实时计算.md ├── 深度学习500问-Tan-00目录.docx └── 目录预览.md /.DS_Store: -------------------------------------------------------------------------------- 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