├── version ├── .gitattributes ├── .gitignore ├── Template Chapter ├── Using.md ├── Using.tex └── ChapterIntro.tex ├── Basic Math ├── Arithmetic.tex ├── BooleanAlgebra.tex ├── AxiomAndTheorem.tex ├── ChapterIntro.tex └── NumeralSystem.tex ├── Hardware Execution ├── GateCircuits.tex ├── LogicGate.tex ├── CPUExecution.tex ├── ChapterIntro.tex └── ExecutionFlowModification.tex ├── Compiler Principle ├── AutomataTheory.tex ├── CodeGeneration.tex ├── ChapterIntro.tex ├── ChomskyHierarchy.tex └── ProgramOptimization.tex ├── Data Structure ├── ChapterIntro.tex ├── CharacterEncoding.tex ├── DataOrganization.tex ├── DecimalRepresentation.tex └── IntegerRepresentation.tex ├── Data Communication ├── ChapterIntro.tex └── InterProcessCommunication.tex ├── Real World Develop ├── ChapterIntro.tex └── HealthAdvice.tex ├── Sentimental Life ├── ChapterIntro.tex └── blank.tex ├── Deep Learning ├── ChapterIntro.tex ├── SearchNetwork.md ├── MobileNetwork.md ├── InstanceSegmentation.md ├── ObjectDetection.md ├── SemanticSegmentation.md └── Classification.md ├── cover.tex ├── .travis.yml ├── README.md ├── README_en.md ├── CONTRIBUTING.md └── LICENSE.md /version: -------------------------------------------------------------------------------- 1 | 0.0 2 | -------------------------------------------------------------------------------- /.gitattributes: -------------------------------------------------------------------------------- 1 | *.md linguist-detectable=true 2 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | build/ 2 | output/ 3 | web/ 4 | build.txt 5 | *.bak 6 | -------------------------------------------------------------------------------- /Template Chapter/Using.md: -------------------------------------------------------------------------------- 1 | # Section Name 2 | 3 | Section Text 4 | -------------------------------------------------------------------------------- /Basic Math/Arithmetic.tex: -------------------------------------------------------------------------------- 1 | \documentclass[book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \section{算术} 6 | 7 | \end{document} 8 | 9 | -------------------------------------------------------------------------------- /Basic Math/BooleanAlgebra.tex: -------------------------------------------------------------------------------- 1 | \documentclass[book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \section{布尔代数} 6 | 7 | \end{document} 8 | 9 | -------------------------------------------------------------------------------- /Basic Math/AxiomAndTheorem.tex: -------------------------------------------------------------------------------- 1 | \documentclass[book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \section{公理和定理} 6 | 7 | \end{document} 8 | 9 | -------------------------------------------------------------------------------- /Hardware Execution/GateCircuits.tex: -------------------------------------------------------------------------------- 1 | \documentclass[book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \section{门电路} 6 | 7 | \end{document} 8 | 9 | -------------------------------------------------------------------------------- /Hardware Execution/LogicGate.tex: -------------------------------------------------------------------------------- 1 | \documentclass[book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \section{逻辑门} 6 | 7 | \end{document} 8 | 9 | -------------------------------------------------------------------------------- /Compiler Principle/AutomataTheory.tex: -------------------------------------------------------------------------------- 1 | \documentclass[book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \section{自动机理论} 6 | 7 | \end{document} 8 | 9 | -------------------------------------------------------------------------------- /Compiler Principle/CodeGeneration.tex: -------------------------------------------------------------------------------- 1 | \documentclass[book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \section{代码生成} 6 | 7 | \end{document} 8 | 9 | -------------------------------------------------------------------------------- /Data Structure/ChapterIntro.tex: -------------------------------------------------------------------------------- 1 | \documentclass[../build/book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \chapter{数据结构} 6 | 7 | \end{document} 8 | 9 | -------------------------------------------------------------------------------- /Data Structure/CharacterEncoding.tex: -------------------------------------------------------------------------------- 1 | \documentclass[book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \section{字符编码} 6 | 7 | \end{document} 8 | 9 | -------------------------------------------------------------------------------- /Data Structure/DataOrganization.tex: -------------------------------------------------------------------------------- 1 | \documentclass[book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \section{数据的组织形式} 6 | 7 | \end{document} 8 | 9 | -------------------------------------------------------------------------------- /Hardware Execution/CPUExecution.tex: -------------------------------------------------------------------------------- 1 | \documentclass[book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \section{CPU 执行} 6 | 7 | \end{document} 8 | 9 | -------------------------------------------------------------------------------- /Compiler Principle/ChapterIntro.tex: -------------------------------------------------------------------------------- 1 | \documentclass[../build/book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \chapter{编译原理} 6 | 7 | \end{document} 8 | 9 | -------------------------------------------------------------------------------- /Compiler Principle/ChomskyHierarchy.tex: -------------------------------------------------------------------------------- 1 | \documentclass[book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \section{Chomsky 范式} 6 | 7 | \end{document} 8 | 9 | -------------------------------------------------------------------------------- /Compiler Principle/ProgramOptimization.tex: -------------------------------------------------------------------------------- 1 | \documentclass[book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \section{程序优化} 6 | 7 | \end{document} 8 | 9 | -------------------------------------------------------------------------------- /Data Communication/ChapterIntro.tex: -------------------------------------------------------------------------------- 1 | \documentclass[../build/book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \chapter{数据交互} 6 | 7 | \end{document} 8 | 9 | -------------------------------------------------------------------------------- /Data Structure/DecimalRepresentation.tex: -------------------------------------------------------------------------------- 1 | \documentclass[book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \section{小数的表达} 6 | 7 | \end{document} 8 | 9 | -------------------------------------------------------------------------------- /Data Structure/IntegerRepresentation.tex: -------------------------------------------------------------------------------- 1 | \documentclass[book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \section{整数的表达} 6 | 7 | \end{document} 8 | 9 | -------------------------------------------------------------------------------- /Hardware Execution/ChapterIntro.tex: -------------------------------------------------------------------------------- 1 | \documentclass[../build/book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \chapter{硬件执行} 6 | 7 | \end{document} 8 | 9 | -------------------------------------------------------------------------------- /Real World Develop/ChapterIntro.tex: -------------------------------------------------------------------------------- 1 | \documentclass[../build/book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \chapter{真实开发} 6 | 7 | \end{document} 8 | 9 | -------------------------------------------------------------------------------- /Sentimental Life/ChapterIntro.tex: -------------------------------------------------------------------------------- 1 | \documentclass[../build/book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \chapter{情感生活} 6 | 7 | \end{document} 8 | 9 | -------------------------------------------------------------------------------- /Data Communication/InterProcessCommunication.tex: -------------------------------------------------------------------------------- 1 | \documentclass[book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \section{进程间通信} 6 | 7 | \end{document} 8 | 9 | -------------------------------------------------------------------------------- /Deep Learning/ChapterIntro.tex: -------------------------------------------------------------------------------- 1 | \documentclass[../build/book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \chapter{Deep Learning} 6 | 7 | 8 | \end{document} 9 | -------------------------------------------------------------------------------- /Hardware Execution/ExecutionFlowModification.tex: -------------------------------------------------------------------------------- 1 | \documentclass[book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \section{执行流的修改} 6 | 7 | \end{document} 8 | 9 | -------------------------------------------------------------------------------- /Real World Develop/HealthAdvice.tex: -------------------------------------------------------------------------------- 1 | \documentclass[book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \section{健康小贴士} 6 | 7 | Section Content. 8 | 9 | \end{document} 10 | 11 | -------------------------------------------------------------------------------- /Template Chapter/Using.tex: -------------------------------------------------------------------------------- 1 | \documentclass[book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \section{Section Name} 6 | 7 | Section Content. 8 | 9 | \end{document} 10 | 11 | -------------------------------------------------------------------------------- /Sentimental Life/blank.tex: -------------------------------------------------------------------------------- 1 | \documentclass[book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \section{·} 6 | 7 | This page intentionally left blank. 8 | 9 | \end{document} 10 | 11 | -------------------------------------------------------------------------------- /Template Chapter/ChapterIntro.tex: -------------------------------------------------------------------------------- 1 | \documentclass[../build/book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \chapter{Chapter Title} 6 | 7 | Chapter intro here. 8 | 9 | \end{document} 10 | 11 | -------------------------------------------------------------------------------- /Basic Math/ChapterIntro.tex: -------------------------------------------------------------------------------- 1 | \documentclass[../build/book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \chapter{数学基础} 6 | 7 | 数学是计算机的核心。小到计算器，大到超级电脑，从简单的算术运算到大型的天文、生物仿真，计算机的一个目标就是更快的运算速度；或者说，数学就是一个计算机的毕生任务。 8 | 9 | \end{document} 10 | -------------------------------------------------------------------------------- /Basic Math/NumeralSystem.tex: -------------------------------------------------------------------------------- 1 | \documentclass[../build/book.tex]{subfiles} 2 | 3 | \begin{document} 4 | 5 | \section{记数系统} 6 | 7 | 记数系统就是一套表达数字的系统。数字有很多“种”，对于不同“种”数字，它们有不同的特点，需要不同的记数系统来表达。即使对于同一“种”数字，也可能会因为不同场合（上下文）而需要表达为不同的“形态”。这一节主要讲述 8 | 9 | \end{document} 10 | 11 | -------------------------------------------------------------------------------- /cover.tex: -------------------------------------------------------------------------------- 1 | \documentclass[book.tex]{subfiles} 2 | 3 | %\usepackage{verbatim} 4 | 5 | \title{CST 生存指南} 6 | \author{JNU 15 CST Geno\\JNU 15 SE littleredhat1997} 7 | 8 | \begin{document} 9 | 10 | \pagenumbering{gobble} 11 | 12 | % begin of \maketitle 13 | \makeatletter 14 | \begin{center} 15 | 16 | {\LARGE \@title \par} 17 | \vskip 3em 18 | {\large \lineskip .75em \begin{tabular}[t]{c} \@author \end{tabular}\par} 19 | \vskip 1.5em 20 | {\large \@date \par} 21 | \vskip 1.5em 22 | 版本 \input{version} ( 构建次数 \input{build.txt}) 23 | 24 | \end{center} 25 | 26 | \makeatother 27 | % end of \maketitle 28 | 29 | \end{document} 30 | -------------------------------------------------------------------------------- /.travis.yml: -------------------------------------------------------------------------------- 1 | language: tex 2 | git: 3 | depth: 1 4 | before_install: 5 | - sudo apt-get -qq update 6 | - sudo apt-get -qq install -y --no-install-recommends texlive-latex-recommended texlive-latex-extra latex-cjk-chinese* 7 | - wget -q https://github.com/jgm/pandoc/releases/download/2.5/pandoc-2.5-linux.tar.gz 8 | - sudo tar xvzf pandoc-* --strip-components 1 -C /usr 9 | script: 10 | - ./build.sh 11 | branches: 12 | except: 13 | - gh-pages 14 | deploy: 15 | provider: pages 16 | skip-cleanup: true 17 | github-token: $GITHUB_TOKEN 18 | keep-history: false 19 | local-dir: output 20 | on: 21 | branch: master 22 | -------------------------------------------------------------------------------- /Deep Learning/SearchNetwork.md: -------------------------------------------------------------------------------- 1 | # Search Network 2 | 3 | | Paper | Network | Release | Conference | 4 | | ------ | ------ | ------ | ------ | 5 | | [Neural Architecture Search With Reinforcement Learning](https://arxiv.org/abs/1611.01578) | NAS | 2016.11.5 | ICRL 2017 | 6 | | [Learning Transferable Architectures for Scalable Image Recognition](https://arxiv.org/abs/1707.07012) | NASNet | 2017.7.21 | CVPR 2018 | 7 | | [Progressive Neural Architecture Search](https://arxiv.org/abs/1712.00559) | PNASNet | 2017.12.2 | ECCV 2018 | 8 | | [Efficient Neural Architecture Search via Parameter Sharing](https://arxiv.org/abs/1802.03268) | ENASNet | 2018.2.9 | - | 9 | | [MnasNet: Platform-Aware Neural Architecture Search for Mobile](https://arxiv.org/abs/1807.11626) | MNASNet | 2018.7.31 | - | -------------------------------------------------------------------------------- /Deep Learning/MobileNetwork.md: -------------------------------------------------------------------------------- 1 | # Mobile 2 | 3 | | Paper | Network | Release | Conference | 4 | | ------ | ------ | ------ | ------ | ------ | 5 | | [SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size](https://arxiv.org/abs/1602.07360) | SqueezeNet | 2016.2.24 | ICLR 2017(Reject) | 6 | | [Xception: Deep Learning with Depthwise Separable Convolutions](https://arxiv.org/abs/1610.02357) | Xception | 2016.10.7 | CVPR 2017 | 7 | | [MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications](https://arxiv.org/abs/1704.04861) | MobileNet-v1 | 2017.4.17 | - | 8 | | [MobileNetV2: Inverted Residuals and Linear Bottlenecks](https://arxiv.org/abs/1801.04381) | MobileNet-v2 | 2018.1.13 | CVPR 2018 | 9 | | [ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices](https://arxiv.org/abs/1707.01083) | ShuffleNet-v1 | 2017.7.4 | CVPR 2018 | 10 | | [ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design](https://arxiv.org/abs/1807.11164) | ShuffleNet-v2 | 2018.7.30 | ECCV 2018 | -------------------------------------------------------------------------------- /Deep Learning/InstanceSegmentation.md: -------------------------------------------------------------------------------- 1 | # Instance Segmentation 2 | 3 | | Paper | Network | Release | Conference | 4 | | ------ | ------ | ------ | ------ | ------ | 5 | | [Simultaneous Detection and Segmentation](https://arxiv.org/abs/1407.1808) | SDS | 2014.7.7 | ECCV 2014 | 6 | | [Hypercolumns for Object Segmentation and Fine-grained Localization](https://arxiv.org/abs/1411.5752) | Hypercolumns | 2014.11.21 | CVPR 2015 | 7 | | [Convolutional Feature Masking for Joint Object and Stuff Segmentation](https://arxiv.org/abs/1412.1283) | CFM | 2014.12.3 | CVPR 2015 | 8 | | [Learning to Segment Object Candidates](https://arxiv.org/abs/1506.06204) | DeepMask | 2015.6.20 | NIPS 2015 | 9 | | [Learning to Refine Object Segments](https://arxiv.org/abs/1603.08695) | SharpMask | 2016.3.29 | ECCV 2016 | 10 | | [A MultiPath Network for Object Detection](https://arxiv.org/abs/1604.02135) | MultiPathNet | 2016.4.7 | BMVC 2016 | 11 | | [Instance-aware Semantic Segmentation via Multi-task Network Cascades](https://arxiv.org/abs/1512.04412) | MNC | 2015.12.14 | CVPR 2016 | 12 | | [Instance-sensitive Fully Convolutional Networks](https://arxiv.org/abs/1603.08678) | ISFCN | 2016.3.29 | ECCV 2016 | 13 | | [Fully Convolutional Instance-aware Semantic Segmentation](https://arxiv.org/abs/1611.07709) | FCIS | 2016.11.23 | CVPR 2017 | 14 | | [BiSeg: Simultaneous Instance Segmentation and Semantic Segmentation with Fully Convolutional Networks](https://arxiv.org/abs/1706.02135) | BiSeg | 2017.6.7 | BMVC 2017 | 15 | | [Mask R-CNN](https://arxiv.org/abs/1703.06870) | Mask R-CNN | 2017.3.20 | ICCV 2017 | 16 | | [Path Aggregation Network for Instance Segmentation](https://arxiv.org/abs/1803.01534) | PANet | 2018.3.5 | CVPR 2018 | -------------------------------------------------------------------------------- /Deep Learning/ObjectDetection.md: -------------------------------------------------------------------------------- 1 | # Object Detection 2 | 3 | | Paper | Network | Release | Conference | 4 | | ------ | ------ | ------ | ------ | 5 | | [Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition](https://arxiv.org/abs/1406.4729) | SPPNet | 2014.6.18 | ECCV 2014 | 6 | | [Rich feature hierarchies for accurate object detection and semantic segmentation](https://arxiv.org/abs/1311.2524) | R-CNN | 2013.11.11 | CVPR 2014 | 7 | | [Fast R-CNN](https://arxiv.org/abs/1504.08083) | Fast R-CNN | 2015.4.30 | ICCV 2015 | 8 | | [Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks](https://arxiv.org/abs/1506.01497) | Fast R-CNN | 2015.6.4 | NIPS 2015 | 9 | | [You Only Look Once: Unified, Real-Time Object Detection](https://arxiv.org/abs/1506.02640) | YOLO-v1 | 2015.6.8 | CVPR 2016 | 10 | | [YOLO9000: Better, Faster, Stronger](https://arxiv.org/abs/1612.08242) | YOLO-v2, YOLO-9000 | 2015.12.25 | CVPR 2017 | 11 | | [YOLOv3: An Incremental Improvement](https://arxiv.org/abs/1804.02767) | YOLO-v3 | 2018.4.8 | - | 12 | | [SSD: Single Shot MultiBox Detector](https://arxiv.org/abs/1512.02325) | SSD | 2015.12.8 | ECCV 2016 | 13 | | [Inside-Outside Net: Detecting Objects in Context with Skip Pooling and Recurrent Neural Networks](https://arxiv.org/abs/1512.04143) | ION | 2015.12.14 | CVPR 2016 | 14 | | [HyperNet: Towards Accurate Region Proposal Generation and Joint Object Detection](https://arxiv.org/abs/1604.00600) | HyperNet | 2016.4.3 | CVPR 2016 | 15 | | [R-FCN: Object Detection via Region-based Fully Convolutional Networks](https://arxiv.org/abs/1605.06409) | R-FCN | 2016.5.20 | NIPS 2016 | 16 | | [A Unified Multi-scale Deep Convolutional Neural Network for Fast Object Detection](https://arxiv.org/abs/1607.07155) | MS-CNN | 2016.7.25 | ECCV 2016 | 17 | | [Feature Pyramid Networks for Object Detection](https://arxiv.org/abs/1612.03144) | FPN | 2016.12.9 | CVPR 2017 | 18 | | [Deformable Convolutional Networks](https://arxiv.org/abs/1703.06211) | DeformableNet | 2017.3.17 | ICCV 2017 | 19 | | [Focal Loss for Dense Object Detection](https://arxiv.org/abs/1708.02002) | RetinaNet | 2017.8.7 | ICCV 2017 | -------------------------------------------------------------------------------- /Deep Learning/SemanticSegmentation.md: -------------------------------------------------------------------------------- 1 | # Semantic Segmentation 2 | 3 | | Paper | Network | Release | Conference | 4 | | ------ | ------ | ------ | ------ | 5 | | [Fully Convolutional Networks for Semantic Segmentation](https://arxiv.org/abs/1411.4038) | FCN | 2014.11.14 | CVPR 2015 | 6 | | [Learning Deconvolution Network for Semantic Segmentation](https://arxiv.org/abs/1505.04366) | DeconvNet | 2015.5.17 | ICCV 2015 | 7 | | [U-Net: Convolutional Networks for Biomedical Image Segmentation](https://arxiv.org/abs/1505.04597) | U-Net | 2015.5.18 | MICCAI 2015 | 8 | | [SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation](https://arxiv.org/abs/1511.00561) | SegNet | 2015.11.2 | TPAMI 2016 | 9 | | [Laplacian Pyramid Reconstruction and Refinement for Semantic Segmentation](https://arxiv.org/abs/1605.02264) | LRR | 2016.5.8 | ECCV 2016 | 10 | | [ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation](https://arxiv.org/abs/1606.02147) | ENet | 2016.6.7 | ICLR 2017(Reject) | 11 | | [RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation](https://arxiv.org/abs/1611.06612) | RefineNet | 2016.11.20 | CVPR 2017 | 12 | | [Pyramid Scene Parsing Network](https://arxiv.org/abs/1612.01105) | PSPNet | 2016.12.4 | CVPR 2017 | 13 | | [ICNet for Real-Time Semantic Segmentation on High-Resolution Images](https://arxiv.org/abs/1704.08545) | ICNet | 2017.4.27 | ECCV 2018 | 14 | | [Learning a Discriminative Feature Network for Semantic Segmentation](https://arxiv.org/abs/1804.09337) | DFN | 2018.4.25 | CVPR 2018 | 15 | | [Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs](https://arxiv.org/abs/1412.7062v4) | DeepLab-v1 | 2014.12.22 | ICLR 2015 | 16 | | [DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs](https://arxiv.org/abs/1606.00915) | DeepLab-v2 | 2016.6.2 | TPAMI 2017 | 17 | | [Rethinking Atrous Convolution for Semantic Image Segmentation](https://arxiv.org/abs/1706.05587) | DeepLab-v3 | 2017.6.17 | - | 18 | | [Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation](https://arxiv.org/abs/1802.02611) | DeepLab-v3+ | 2018.2.7 | ECCV 2018 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # CST 生存指南 2 | 3 | [立即尝鲜！](https://cstgit.github.io/CST-Live-Guide/) 4 | 5 | ![仓库大小](https://img.shields.io/github/repo-size/CSTGit/CST-Live-Guide.svg) [![下载量](https://img.shields.io/github/downloads/CSTGit/CST-Live-Guide/total.svg)](https://github.com/CSTGit/CST-Live-Guide/releases) ![仓库访问量](http://hits.dwyl.com/CSTGit/CST-Live-Guide.svg) [![Travis CI 构建](https://api.travis-ci.org/CSTGit/CST-Live-Guide.svg?branch=master)](https://travis-ci.org/CSTGit/CST-Live-Guide) 6 | 7 | ![进度](https://img.shields.io/badge/progress-0%25-lightgrey.svg) [![贡献者](https://img.shields.io/github/contributors/CSTGit/CST-Live-Guide.svg)](https://github.com/CSTGit/CST-Live-Guide/graphs/contributors) [![I love badges](https://img.shields.io/badge/I%20Love-Badges-green.svg)](https://shields.io) 8 | 9 | [![协议](https://img.shields.io/github/license/CSTGit/CST-Live-Guide.svg)](https://github.com/CSTGit/CST-Live-Guide/blob/master/LICENSE.md) [![使用 LaTeX 制作](https://img.shields.io/badge/made%20with-LaTeX-brightgreen.svg)](https://github.com/CSTGit/CST-Live-Guide/search?l=tex) [![使用 Markdown 制作](https://img.shields.io/badge/made%20with-Markdown-brightgreen.svg)](https://github.com/CSTGit/CST-Live-Guide/search?l=Markdown) ![Built with love](https://img.shields.io/badge/built%20with-love-pink.svg) 10 | 11 | [![派生](https://img.shields.io/github/forks/CSTGit/CST-Live-Guide.svg?style=social)](https://github.com/CSTGit/CST-Live-Guide/network/members) [![收藏](https://img.shields.io/github/stars/CSTGit/CST-Live-Guide.svg?style=social)](https://github.com/CSTGit/CST-Live-Guide/stargazers) [![跟踪](https://img.shields.io/github/watchers/CSTGit/CST-Live-Guide.svg?style=social)](https://github.com/CSTGit/CST-Live-Guide/watchers) 12 | 13 | --- 14 | 15 | 这是一个有点像百科全书的项目，目的是让 CST 的学生对计算机科学与技术有一个比较全面的认知。 16 | 17 | CST 是 Computer Science and Technology 的缩写，也是我们的专业名称。 18 | 19 | Knowledge is a journey, not a destination. 20 | 21 | --- 22 | 23 | ## FAQ 24 | 25 | Q: 你为啥要写这个？ 26 | A: 我不知道。 27 | 28 | Q: 你为啥不使用 TEX？ 29 | A: 我不知道。我已经用了。 30 | 31 | Q: 你为啥要把 Markdown 和 TEX 混起来用？ 32 | A: 我用 TEX，但是我的很多同学使用 Markdown。所以我写了一个简易的自动构建程序。 33 | 34 | Q: 你为啥这样编排目录？ 35 | A: 我也不知道，因为我计算机能力和文字组织能力都不是很好，编排方面肯定有很多不足，章节肯定有大量的遗漏，同时章节的安排肯定有很多不合理的地方。希望各位多多包涵并提 Issue。 36 | 37 | ## 作者 38 | 39 | [JNU 15 CST Geno](https://github.com/geno1024) 40 | [JNU 15 SE littleredhat](https://github.com/littleredhat1997) -------------------------------------------------------------------------------- /README_en.md: -------------------------------------------------------------------------------- 1 | # CST Live Guide 2 | 3 | [Read the book now!](https://cstgit.github.io/CST-Live-Guide/) 4 | 5 | ![Repo size](https://img.shields.io/github/repo-size/CSTGit/CST-Live-Guide.svg) [![Downloads](https://img.shields.io/github/downloads/CSTGit/CST-Live-Guide/total.svg)](https://github.com/CSTGit/CST-Live-Guide/releases) ![Repository hit](http://hits.dwyl.com/CSTGit/CST-Live-Guide.svg) [![Travis CI build](https://api.travis-ci.org/CSTGit/CST-Live-Guide.svg?branch=master)](https://travis-ci.org/CSTGit/CST-Live-Guide) 6 | 7 | ![Progress](https://img.shields.io/badge/progress-0%25-lightgrey.svg) [![Contributors](https://img.shields.io/github/contributors/CSTGit/CST-Live-Guide.svg)](https://github.com/CSTGit/CST-Live-Guide/graphs/contributors) [![I love badges](https://img.shields.io/badge/I%20Love-Badges-green.svg)](https://shields.io) 8 | 9 | [![License](https://img.shields.io/github/license/CSTGit/CST-Live-Guide.svg)](https://github.com/CSTGit/CST-Live-Guide/blob/master/LICENSE.md) [![Made with LaTeX](https://img.shields.io/badge/made%20with-LaTeX-brightgreen.svg)](https://github.com/CSTGit/CST-Live-Guide/search?l=tex) [![Made with Markdown](https://img.shields.io/badge/made%20with-Markdown-brightgreen.svg)](https://github.com/CSTGit/CST-Live-Guide/search?l=Markdown) ![Built with love](https://img.shields.io/badge/built%20with-love-pink.svg) 10 | 11 | [![Forks](https://img.shields.io/github/forks/CSTGit/CST-Live-Guide.svg?style=social)](https://github.com/CSTGit/CST-Live-Guide/network/members) [![Stars](https://img.shields.io/github/stars/CSTGit/CST-Live-Guide.svg?style=social)](https://github.com/CSTGit/CST-Live-Guide/stargazers) [![Watchers](https://img.shields.io/github/watchers/CSTGit/CST-Live-Guide.svg?style=social)](https://github.com/CSTGit/CST-Live-Guide/watchers) 12 | 13 | --- 14 | 15 | This is a wiki-book like project, intended for helping CST students to build a full, global view of computer science and technology. 16 | 17 | CST is the short for Computer Science and Technology, which is a major name in our school. 18 | 19 | Knowledge is a journey, not a destination. 20 | 21 | --- 22 | 23 | ## FAQ 24 | 25 | Q: Why do you write this? 26 | A: I don't know. 27 | 28 | Q: Why don't you use TEX? 29 | A: I don't know.I am using it now. 30 | 31 | Q: Why do you mix Markdown and TEX? 32 | A: I use TEX, but most of our collaborators use Markdown. So I wrote an automatic build system for them. 33 | 34 | Q: Why do you arrange contents like this? 35 | A: I don't know. I am not so good at computer and text. There must be a lot of contents missing, and a lot of unexplainable content arranging. Hope you fire an issue to help me. 36 | 37 | ## Author 38 | 39 | [JNU 15 CST Geno](https://github.com/geno1024) 40 | [JNU 15 SE littleredhat](https://github.com/littleredhat1997) 41 | -------------------------------------------------------------------------------- /Deep Learning/Classification.md: -------------------------------------------------------------------------------- 1 | # Classification 2 | 3 | | Paper | Network | Release | Conference | Top-5(5.1%) | 4 | | ------ | ------ | ------ | ------ | ------ | 5 | | [ImageNet Classification with Deep Convolutional Neural Networks](https://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks) | AlexNet | - | NIPS 2012 | 16.4% | 6 | | [Visualizing and Understanding Convolutional Networks](https://arxiv.org/abs/1311.2901) | ZFNet | 2013.11.12 | ECCV 2014 | 11.7% | 7 | | [OverFeat: Integrated Recognition, Localization and Detection using Convolutional Networks](https://arxiv.org/abs/1312.6229) | OverFeat | 2013.12.21 | ICLR 2014 | - | 8 | | [Network In Network](https://arxiv.org/abs/1312.4400) | NIN | 2013.12.16 | ICLR 2014 | - | 9 | | [Very Deep Convolutional Networks for Large-Scale Image Recognition](https://arxiv.org/abs/1409.1556) | VGG | 2014.9.4 | ICLR 2015 | 7.3% | 10 | | [Going Deeper With Convolutions](https://arxiv.org/abs/1409.4842) | GoogLeNet(Inception-v1) | 2014.9.17 | CVPR 2015 | 6.7% | 11 | | [Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift](https://arxiv.org/abs/1502.03167) | Inception-v2* | 2015.2.11 | ICML 2015 | 4.8% | 12 | | [Rethinking the Inception Architecture for Computer Vision](https://arxiv.org/abs/1512.00567) | Inception-v3* | 2015.12.2 | CVPR 2016 | 3.5% | 13 | | [Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning](https://arxiv.org/abs/1602.07261) | Inception-v4, Inception-ResNet-v1, Inception-ResNet-v2 | 2016.2.23 | AAAI 2016 | 3.08% | 14 | | [Highway Networks](https://arxiv.org/abs/1505.00387) | Highway | 2015.5.3 | ICML 2015 | - | 15 | | [Deep Residual Learning for Image Recognition](https://arxiv.org/abs/1512.03385) | ResNet-v1 | 2015.12.10 | CVPR 2016 | 3.57% | 16 | | [Identity Mappings in Deep Residual Networks](https://arxiv.org/abs/1603.05027v3) | ResNet-v2 | 2016.3.16 | ECCV 2016 | - | 17 | | [Wide Residual Networks](https://arxiv.org/abs/1605.07146) | WideResNet | 2016.5.23 | BMVC 2016 | - | 18 | | [FractalNet: Ultra-Deep Neural Networks without Residuals](https://arxiv.org/abs/1605.07648) | FractalNet | 2016.5.24 | ICLR 2017 | - | 19 | | [Densely Connected Convolutional Networks](https://arxiv.org/abs/1608.06993) | DenseNet | 2016.8.25 | CVPR 2017 | - | 20 | | [Aggregated Residual Transformations for Deep Neural Networks](https://arxiv.org/abs/1611.05431) | ResNeXt | 2016.11.16 | CVPR 2017 | 3.03% | 21 | | [PolyNet: A Pursuit of Structural Diversity in Very Deep Networks](https://arxiv.org/abs/1611.05725) | PolyNet | 2016.11.17 | CVPR 2017 | - | 22 | | [Dual Path Networks](https://arxiv.org/abs/1707.01629v2.pdf) | DPN | 2017.7.6 | NIPS 2017 | - | 23 | | [Squeeze-and-Excitation Networks](https://arxiv.org/abs/1709.01507) | SENet | 2017.9.5 | CVPR 2018 | 2.25% | 24 | 25 | * 按照 Inception 系列四篇论文中的第三篇论文的划分，类似于 Inception v3 的一个网络称之为 v2，但是按照第四篇论文的划分，BN-Inception 称之为v2，这里采用第四篇论文的划分，Inception v2 指 BN-Inception。 -------------------------------------------------------------------------------- /CONTRIBUTING.md: -------------------------------------------------------------------------------- 1 | # 如何向本仓库贡献你的文章 2 | 3 | 4 | 5 | 我们欢迎任何建设性的贡献。小到修正标点符号、错别字，大到写下一小篇文章甚至一整章，只要是帮助建设本仓库的，我们都非常欢迎。 6 | 7 | 77 | 78 | 本文章假定用户有[一定的 Git 使用基础](https://git-scm.com/book/zh/v2/)（例如，知道 Git 和 GitHub 的区别），同时至少能使用 Markdown 或者 LATEX。 79 | 80 | ## 仓库路径约定 81 | 82 | 本项目其实是用 pdfLaTeX 构建的，Markdown 被拿来通过 Pandoc 转化为 LaTeX 并添加入最终的预构建文档。为了防止过多的冲突，我目前使用这样的约定： 83 | 84 | 章（Chapter）为一个大的模块 / 领域，包括了若干个节（Section），每节都是一篇完整的对该领域一个小方向 / 知识点的描述 / 说明 / 讲解。 85 | 86 | 每一章为一个文件夹，文件夹以该章主题命名，空格分词，每单词首字母大写。每一节为一个文件，文件以该节主题命名，不分词，大驼峰式命名。 87 | 88 | 在最终的文档中添加相关章节的方式为，修改仓库根目录下的 `build.sh` 文件夹，在底部的 `Write book` 段落中按照顺序添加对应的文章。 89 | 90 | - 如果是 LATEX 的话，添加的形式为： 91 | 92 | includetex "/" SectionName 93 | 94 | 例如： 95 | 96 | includetex "Basic Math/" ChapterIntro 97 | 98 | - 如果是 Markdown 的话，添加的形式为： 99 | 100 | includemd "/" SectionName 101 | 102 | 例如： 103 | 104 | includemd "Deep Learning/" Classification 105 | 106 | 107 | `` 被用来查找文件夹，`SectionName` 则直接指向文件（注意不需要带扩展名）。 108 | 109 | 建议每一章都以一个 LATEX 格式的 `ChapterIntro` 开头，在其中使用 `\chapter{}` 命令。（Markdown 的 Pandoc 自动转换好像没法做到这个）。 110 | 111 | 最后不要忘了在根目录下的 `cover.tex` 的 `\author{}` 命令和 `README.md` 的底部添加尊姓大名~ 112 | 113 | **待补充。** 114 | -------------------------------------------------------------------------------- /LICENSE.md: -------------------------------------------------------------------------------- 1 | ### GNU GENERAL PUBLIC LICENSE 2 | 3 | Version 3, 29 June 2007 4 | 5 | Copyright (C) 2007 Free Software Foundation, Inc. 6 | 7 | 8 | Everyone is permitted to copy and distribute verbatim copies of this 9 | license document, but changing it is not allowed. 10 | 11 | ### Preamble 12 | 13 | The GNU General Public License is a free, copyleft license for 14 | software and other kinds of works. 15 | 16 | The licenses for most software and other practical works are designed 17 | to take away your freedom to share and change the works. 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Automatic Licensing of Downstream Recipients. 443 | 444 | Each time you convey a covered work, the recipient automatically 445 | receives a license from the original licensors, to run, modify and 446 | propagate that work, subject to this License. You are not responsible 447 | for enforcing compliance by third parties with this License. 448 | 449 | An "entity transaction" is a transaction transferring control of an 450 | organization, or substantially all assets of one, or subdividing an 451 | organization, or merging organizations. If propagation of a covered 452 | work results from an entity transaction, each party to that 453 | transaction who receives a copy of the work also receives whatever 454 | licenses to the work the party's predecessor in interest had or could 455 | give under the previous paragraph, plus a right to possession of the 456 | Corresponding Source of the work from the predecessor in interest, if 457 | the predecessor has it or can get it with reasonable efforts. 458 | 459 | You may not impose any further restrictions on the exercise of the 460 | rights granted or affirmed under this License. For example, you may 461 | not impose a license fee, royalty, or other charge for exercise of 462 | rights granted under this License, and you may not initiate litigation 463 | (including a cross-claim or counterclaim in a lawsuit) alleging that 464 | any patent claim is infringed by making, using, selling, offering for 465 | sale, or importing the Program or any portion of it. 466 | 467 | #### 11. Patents. 468 | 469 | A "contributor" is a copyright holder who authorizes use under this 470 | License of the Program or a work on which the Program is based. The 471 | work thus licensed is called the contributor's "contributor version". 472 | 473 | A contributor's "essential patent claims" are all patent claims owned 474 | or controlled by the contributor, whether already acquired or 475 | hereafter acquired, that would be infringed by some manner, permitted 476 | by this License, of making, using, or selling its contributor version, 477 | but do not include claims that would be infringed only as a 478 | consequence of further modification of the contributor version. For 479 | purposes of this definition, "control" includes the right to grant 480 | patent sublicenses in a manner consistent with the requirements of 481 | this License. 482 | 483 | Each contributor grants you a non-exclusive, worldwide, royalty-free 484 | patent license under the contributor's essential patent claims, to 485 | make, use, sell, offer for sale, import and otherwise run, modify and 486 | propagate the contents of its contributor version. 487 | 488 | In the following three paragraphs, a "patent license" is any express 489 | agreement or commitment, however denominated, not to enforce a patent 490 | (such as an express permission to practice a patent or covenant not to 491 | sue for patent infringement). To "grant" such a patent license to a 492 | party means to make such an agreement or commitment not to enforce a 493 | patent against the party. 494 | 495 | If you convey a covered work, knowingly relying on a patent license, 496 | and the Corresponding Source of the work is not available for anyone 497 | to copy, free of charge and under the terms of this License, through a 498 | publicly available network server or other readily accessible means, 499 | then you must either (1) cause the Corresponding Source to be so 500 | available, or (2) arrange to deprive yourself of the benefit of the 501 | patent license for this particular work, or (3) arrange, in a manner 502 | consistent with the requirements of this License, to extend the patent 503 | license to downstream recipients. "Knowingly relying" means you have 504 | actual knowledge that, but for the patent license, your conveying the 505 | covered work in a country, or your recipient's use of the covered work 506 | in a country, would infringe one or more identifiable patents in that 507 | country that you have reason to believe are valid. 508 | 509 | If, pursuant to or in connection with a single transaction or 510 | arrangement, you convey, or propagate by procuring conveyance of, a 511 | covered work, and grant a patent license to some of the parties 512 | receiving the covered work authorizing them to use, propagate, modify 513 | or convey a specific copy of the covered work, then the patent license 514 | you grant is automatically extended to all recipients of the covered 515 | work and works based on it. 516 | 517 | A patent license is "discriminatory" if it does not include within the 518 | scope of its coverage, prohibits the exercise of, or is conditioned on 519 | the non-exercise of one or more of the rights that are specifically 520 | granted under this License. You may not convey a covered work if you 521 | are a party to an arrangement with a third party that is in the 522 | business of distributing software, under which you make payment to the 523 | third party based on the extent of your activity of conveying the 524 | work, and under which the third party grants, to any of the parties 525 | who would receive the covered work from you, a discriminatory patent 526 | license (a) in connection with copies of the covered work conveyed by 527 | you (or copies made from those copies), or (b) primarily for and in 528 | connection with specific products or compilations that contain the 529 | covered work, unless you entered into that arrangement, or that patent 530 | license was granted, prior to 28 March 2007. 531 | 532 | Nothing in this License shall be construed as excluding or limiting 533 | any implied license or other defenses to infringement that may 534 | otherwise be available to you under applicable patent law. 535 | 536 | #### 12. No Surrender of Others' Freedom. 537 | 538 | If conditions are imposed on you (whether by court order, agreement or 539 | otherwise) that contradict the conditions of this License, they do not 540 | excuse you from the conditions of this License. If you cannot convey a 541 | covered work so as to satisfy simultaneously your obligations under 542 | this License and any other pertinent obligations, then as a 543 | consequence you may not convey it at all. For example, if you agree to 544 | terms that obligate you to collect a royalty for further conveying 545 | from those to whom you convey the Program, the only way you could 546 | satisfy both those terms and this License would be to refrain entirely 547 | from conveying the Program. 548 | 549 | #### 13. Use with the GNU Affero General Public License. 550 | 551 | Notwithstanding any other provision of this License, you have 552 | permission to link or combine any covered work with a work licensed 553 | under version 3 of the GNU Affero General Public License into a single 554 | combined work, and to convey the resulting work. The terms of this 555 | License will continue to apply to the part which is the covered work, 556 | but the special requirements of the GNU Affero General Public License, 557 | section 13, concerning interaction through a network will apply to the 558 | combination as such. 559 | 560 | #### 14. Revised Versions of this License. 561 | 562 | The Free Software Foundation may publish revised and/or new versions 563 | of the GNU General Public License from time to time. Such new versions 564 | will be similar in spirit to the present version, but may differ in 565 | detail to address new problems or concerns. 566 | 567 | Each version is given a distinguishing version number. If the Program 568 | specifies that a certain numbered version of the GNU General Public 569 | License "or any later version" applies to it, you have the option of 570 | following the terms and conditions either of that numbered version or 571 | of any later version published by the Free Software Foundation. If the 572 | Program does not specify a version number of the GNU General Public 573 | License, you may choose any version ever published by the Free 574 | Software Foundation. 575 | 576 | If the Program specifies that a proxy can decide which future versions 577 | of the GNU General Public License can be used, that proxy's public 578 | statement of acceptance of a version permanently authorizes you to 579 | choose that version for the Program. 580 | 581 | Later license versions may give you additional or different 582 | permissions. However, no additional obligations are imposed on any 583 | author or copyright holder as a result of your choosing to follow a 584 | later version. 585 | 586 | #### 15. Disclaimer of Warranty. 587 | 588 | THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY 589 | APPLICABLE LAW. EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT 590 | HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT 591 | WARRANTY OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT 592 | LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR 593 | A PARTICULAR PURPOSE. THE ENTIRE RISK AS TO THE QUALITY AND 594 | PERFORMANCE OF THE PROGRAM IS WITH YOU. SHOULD THE PROGRAM PROVE 595 | DEFECTIVE, YOU ASSUME THE COST OF ALL NECESSARY SERVICING, REPAIR OR 596 | CORRECTION. 597 | 598 | #### 16. Limitation of Liability. 599 | 600 | IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING 601 | WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR 602 | CONVEYS THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, 603 | INCLUDING ANY GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES 604 | ARISING OUT OF THE USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT 605 | NOT LIMITED TO LOSS OF DATA OR DATA BEING RENDERED INACCURATE OR 606 | LOSSES SUSTAINED BY YOU OR THIRD PARTIES OR A FAILURE OF THE PROGRAM 607 | TO OPERATE WITH ANY OTHER PROGRAMS), EVEN IF SUCH HOLDER OR OTHER 608 | PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGES. 609 | 610 | #### 17. Interpretation of Sections 15 and 16. 611 | 612 | If the disclaimer of warranty and limitation of liability provided 613 | above cannot be given local legal effect according to their terms, 614 | reviewing courts shall apply local law that most closely approximates 615 | an absolute waiver of all civil liability in connection with the 616 | Program, unless a warranty or assumption of liability accompanies a 617 | copy of the Program in return for a fee. 618 | 619 | END OF TERMS AND CONDITIONS 620 | 621 | ### How to Apply These Terms to Your New Programs 622 | 623 | If you develop a new program, and you want it to be of the greatest 624 | possible use to the public, the best way to achieve this is to make it 625 | free software which everyone can redistribute and change under these 626 | terms. 627 | 628 | To do so, attach the following notices to the program. It is safest to 629 | attach them to the start of each source file to most effectively state 630 | the exclusion of warranty; and each file should have at least the 631 | "copyright" line and a pointer to where the full notice is found. 632 | 633 | 634 | Copyright (C) 635 | 636 | This program is free software: you can redistribute it and/or modify 637 | it under the terms of the GNU General Public License as published by 638 | the Free Software Foundation, either version 3 of the License, or 639 | (at your option) any later version. 640 | 641 | This program is distributed in the hope that it will be useful, 642 | but WITHOUT ANY WARRANTY; without even the implied warranty of 643 | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the 644 | GNU General Public License for more details. 645 | 646 | You should have received a copy of the GNU General Public License 647 | along with this program. If not, see . 648 | 649 | Also add information on how to contact you by electronic and paper 650 | mail. 651 | 652 | If the program does terminal interaction, make it output a short 653 | notice like this when it starts in an interactive mode: 654 | 655 | Copyright (C) 656 | This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'. 657 | This is free software, and you are welcome to redistribute it 658 | under certain conditions; type `show c' for details. 659 | 660 | The hypothetical commands \`show w' and \`show c' should show the 661 | appropriate parts of the General Public License. Of course, your 662 | program's commands might be different; for a GUI interface, you would 663 | use an "about box". 664 | 665 | You should also get your employer (if you work as a programmer) or 666 | school, if any, to sign a "copyright disclaimer" for the program, if 667 | necessary. For more information on this, and how to apply and follow 668 | the GNU GPL, see . 669 | 670 | The GNU General Public License does not permit incorporating your 671 | program into proprietary programs. If your program is a subroutine 672 | library, you may consider it more useful to permit linking proprietary 673 | applications with the library. If this is what you want to do, use the 674 | GNU Lesser General Public License instead of this License. But first, 675 | please read . 676 | --------------------------------------------------------------------------------