Computer Science Self-Learning Notes

This repo is used for archiving my notes, codes and materials of cs learning. 😄

📌 Contents

Section	Subsection
📚 Basic Knowledges	Languages, Data Structure & Algorithm, Network, Operating System, Design Pattern
🤖 AI	Mathematics, Machine Learning, Deep Learning, AI Infra, LLM
🚀 Backend & Big Data	Framework, Database, Engine
🛠️ Tools	Development Tools, Documentation
🔗 Others	Open Source Contribution, Research, Employment

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📚 Basic Knowledges

01. Languages

• Python
  • Python Learning Notes
  • Python Technical Posts
  • Python Popular Libraries
  • Python Programming Practices
• C/C++
  • C/C++ Learning Roadmap
  • C/C++ Learning Notes
  • C/C++ Learning Materials
  • C/C++ Programming Practices
• Java
  • Java Learning Roadmap
  • Java Learning Notes
  • Java Learning Materials
  • Java Programming Practices
• Go
  • Go Learning Notes
  • Go Learning Materials

02. Data Structure & Algorithm

• Data Structure & Algorithm
  • Data Structure & Algorithm Learning Notes
  • Data Structure & Algorithm Learning Materials
  • LeetCode Programming Practices

03. Network

• Network
  • Network Learning Notes
  • Network Learning Materials

04. Operating System

• Operating System
  • Operating System Learning Notes
  • Operating System Learning Materials

05. Design Pattern

• Design Pattern
  • Design Pattern Notes
  • Design Pattern Programming Practices

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🤖 AI

01. Mathematics

• Algebra
• Differentiation
• Probability
• Optimization

02. Machine Learning

• Learning Roadmap

03. Deep Learning

• Basic Knowledges
• PyTorch
  • PyTorch Tutorial

04. AI Infra

• Learning Roadmap
• Environment Preparation
• Hardware
  • NVIDIA GPU Architecture
  • Ascend NPU Architecture
• Compiler
• Compute Architecture
  • CUDA Learning Roadmap
  • CUDA Learning Notes
  • CUDA Programming Practices
  • CANN Learning Notes
• Training Framework
• Inference Engine
  • Inference Engine Learning Notes
  • vLLM Learning Notes
  • SGLang Learning Notes
• Collective_Communication

05. LLM

• Learning Roadmap
• Basic Knowledges
  • LLM Basic Knowledges
  • Transformer Learning Notes
  • Multi-Modality Learning Notes
  • MoE Learning Notes
• Pre-Training
• Fine-Tuning
• Preference Alignment
• Knowledge Distillation

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🚀 Backend & Big Data

01. Framework

• Spring
  • Spring Learning Notes
  • Spring Learning Materials
  • Spring Programming Practices
• Maven
  • Maven Learning Notes

02. Database

• MySQL
  • MySQL Learning Roadmap
  • MySQL Learning Notes
• Oracle
  • Oracle Learning Notes
• Redis
  • Redis Learning Notes
  • Redis Learning Materials
• Hudi
  • Hudi Learning Notes
  • Hudi Learning Materials

03. Engine

• Flink
  • Flink Learning Notes
  • Flink Learning Materials
• ElasticSearch
  • ElasticSearch Learning Notes
  • ElasticSearch Learning Materials

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🛠️ Tools

01. Development Tools

• Git
  • Git Learning Notes
  • Git Learning Materials
• Docker
  • Docker Learning Materials
  • Dockerfiles
• CMake
  • CMake Learning Notes
• VSCode
  • VSCode Learning Notes

02. Documentation

• Markdown
  • Markdown Learning Notes
• reStructuredText
  • reStructuredText Learning Notes

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🔗 Others

01. Open Source Contribution

• Open Source Best Practices

02. Research

• Research Notes
• Popular AI Papers

03. Employment

• Employment Information

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©️ Citation

@misc{cs-self-learning@2023,
  title  = {cs-self-learning},
  url    = {https://github.com/shen-shanshan/cs-self-learning},
  note   = {Open-source software available at https://github.com/shen-shanshan/cs-self-learning},
  author = {shen-shanshan},
  year   = {2023}
}

📜 License

MIT License, find more details here.

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