How scutan90/deeplearning-500-questions works
This repository is a Chinese-language deep-learning interview and reference book, with an English translation of its first four chapters. The principal reader workflow is to open the Docsify site, navigate to a chapter, and read its Markdown content. The graph groups the documented subject areas and shows the site runtime separately. The README establishes the book’s chapter topics; sampled Docsify code shows browser rendering and HTTP fetching. The specific routing from the site to individual chapter files is not shown, so that relationship is marked unverified.
Main entry points: docsify.js Docsify runtime · 第一章_数学基础.md Mathematical basis · 第二章_机器学习基础.md Machine learning · 第三章_深度学习基础.md Deep learning
Components 21
Documentation site
- Docsify runtime
docsify.js
Learning foundations
- Mathematical basis
ch01_数学基础/第一章_数学基础.md - Machine learning
ch02_机器学习基础/第二章_机器学习基础.md - Deep learning
ch03_深度学习基础/第三章_深度学习基础.md
Network models
- Classic networks
ch04_经典网络/第四章_经典网络.md - CNN
ch05_卷积神经网络(CNN)/第五章_卷积神经网络(CNN).md - RNN
ch06_循环神经网络(RNN)/第六章_循环神经网络(RNN).md - GAN
ch07_生成对抗网络(GAN)/ch7.md
Applications and engineering
- Object detection
ch08_目标检测/第八章_目标检测.md - Image segmentation
ch09_图像分割/第九章_图像分割.md - Reinforcement learning
ch10_强化学习/第十章_强化学习.md - Transfer learning
ch11_迁移学习/第十一章_迁移学习.md - Network training
ch12_网络搭建及训练/第十二章_网络搭建及训练.md - Optimization algorithms
ch13_优化算法/第十三章_优化算法.md - Hyperparameter tuning
ch14_超参数调整/第十四章_超参数调整.md - GPU and frameworks
ch15_GPU和框架选型/第十五章_异构运算、GPU及框架选型.md - Natural language processing
ch16_自然语言处理(NLP)/第十六章_NLP.md - Compression and deployment
ch17_模型压缩、加速及移动端部署/第十七章_模型压缩、加速及移动端部署.md - Backend architecture
ch18_后端架构选型、离线及实时计算/第十八章_后端架构选型、离线及实时计算.md - Software patents
ch19_软件专利申请及权利保护/第十九章_软件专利申请及权利保护.md
Other components
- Reader
Connections 20
- Reader → Docsify runtime: opens site
- Docsify runtime → Mathematical basis: loads chapter
- Docsify runtime → Machine learning: loads chapter
- Docsify runtime → Deep learning: loads chapter
- Docsify runtime → Classic networks: loads chapter
- Docsify runtime → CNN: loads chapter
- Docsify runtime → RNN: loads chapter
- Docsify runtime → GAN: loads chapter
- Docsify runtime → Object detection: loads chapter
- Docsify runtime → Image segmentation: loads chapter
- Docsify runtime → Reinforcement learning: loads chapter
- Docsify runtime → Transfer learning: loads chapter
- Docsify runtime → Network training: loads chapter
- Docsify runtime → Optimization algorithms: loads chapter
- Docsify runtime → Hyperparameter tuning: loads chapter
- Docsify runtime → GPU and frameworks: loads chapter
- Docsify runtime → Natural language processing: loads chapter
- Docsify runtime → Compression and deployment: loads chapter
- Docsify runtime → Backend architecture: loads chapter
- Docsify runtime → Software patents: loads chapter