├── .gitignore ├── LICENSE ├── README.md ├── Translation Required ├── WechatIMG3.jpeg ├── _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 │ │ ├── 2-3.png │ │ ├── 2-4.png │ │ ├── 2-5.png │ │ ├── 2-6.png │ │ ├── 2-7.png │ │ ├── 2-8.png │ │ ├── 2-9.png │ │ ├── 2.1 │ │ ├── 1.jpg │ │ ├── 10.jpg │ │ ├── 11.jpg │ │ ├── 12.jpg │ │ ├── 2.jpg │ │ ├── 3.png │ │ ├── 4.png │ │ ├── 5.jpg │ │ ├── 6.jpg │ │ ├── 7.png │ │ ├── 8.jpg │ │ └── 9.png │ │ ├── 2.16 │ │ ├── 1.jpg │ │ └── 2.png │ │ ├── 2.18 │ │ └── 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.png │ │ ├── 2.png │ │ └── 3.png │ │ ├── 2.6 │ │ └── 1.png │ │ └── 2.9 │ │ └── 1.png ├── modify_log.txt ├── readme.md └── 第二章_机器学习基础.md ├── 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 ├── modify_log.txt ├── readme.md └── 第三章_深度学习基础.md ├── ch04_经典网络 ├── img │ └── ch4 │ │ ├── image1.png │ │ ├── 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 ├── modify_log.txt ├── readme.md └── 第四章_经典网络.md ├── ch05_卷积神经网络(CNN) ├── img │ └── ch5 │ │ ├── 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 │ │ ├── img67.png │ │ ├── img7.png │ │ ├── img8.png │ │ └── img9.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) ├── 7.1.1_what_gan.md ├── img │ └── ch7 │ │ ├── 7.1-gan_structure.png │ │ └── readme.md ├── modify_log.txt ├── readme.md ├── ref.bib └── 第七章_生成对抗网络(GAN).md ├── ch08_目标检测 ├── img │ └── ch8 │ │ ├── 8.1.1.png │ │ ├── 8.1.10.png │ │ ├── 8.1.11.png │ │ ├── 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 │ │ ├── 8.3.2.png │ │ ├── 8.3.3.png │ │ ├── 8.3.4.png │ │ ├── 8.3.5.png │ │ ├── 8.3.6.png │ │ ├── 8.3.7.png │ │ ├── 8.3.8.png │ │ ├── 8.3.9.png │ │ └── al8.1.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 │ │ ├── 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 ├── 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 ├── img │ └── ch11 │ │ └── readme.md ├── modify_log.txt ├── readme.md └── 第十一章_迁移学习.md ├── ch12_网络搭建及训练 ├── img │ └── ch12 │ │ ├── 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 │ │ └── readme.md ├── modify_log.txt ├── readme.md └── 第十四章_超参数调整.md ├── ch15_GPU和框架选型 ├── img │ └── ch15 │ │ ├── cuda8.0.png │ │ ├── cuda9.0.png │ │ └── gtx.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 ├── 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 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