Docs

这里不仅是我平时学习和工作中遇到的一些资料和工具的汇总，也是对于知识的总结。 Thanks to 模块是我检索时参考的一些仓库和博客。

Category

• Language
  • Python
  • Golang
• Backend
  • Database
  • Middleware
  • Operator
  • Object Storage
  • Server
  • Client
  • System
  • Media
• Frontend
• AI
  • Machine Learning
  • Deep Learning
  • Reinforcement Learning
  • Computer Vision
  • Large Language Models
  • Prompt Engineering
  • Retrieval-Augmented Generation
    • Overview
    • Pipeline
    • Paper
    • Model
    • Project
  • Agent
  • AGI
• Tool
• Thanks to

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Language

MRO

Python

• Official

  • Python Documentation

  • PEP

  • cpython

• Accelerate
  • Python compilers
  • Taichi

Golang

• Tour of Go

Backend

• 小林 coding

Database

• SQLite

• MySQL

  • 高性能 MySQL（第 4 版）

• Redis

• neo4j

• ClickHouse

Middleware

• Kafka

• RocketMQ

• Nginx

• Traefik

• Nacos

• Apollo

• Elasticsearch

• gRPC

Operator

• Docker
• Kubernetes
• Prometheus
• Grafana

Object Storage

• MinIO
• SeaweedFS

Server

• Python
  • fastapi
  • bottle

Client

• aiohttp

System

• Linux

• xv6-riscv

Media

• FFmpeg

Frontend

Design To Code

• imgcook

AI

ML

• Guide

  • 鸢尾花书
  • sklearn

• Algorithm

  • ARIMA
  • LightGBM

DL

• Book

  • Deep Learning
  • D2L

• Training & Inference

  • Paper
    • LoRA
    • Knowledge Distillation
  • Project
    • ONNX Runtime

RL

• Proximal Policy Optimization Algorithms
  • PPO-PyTorch
• GRPO
• RLHF

Computer Vision

• IOU
  • GIOU
• YOLO
  • ultralytics
  • Focal Loss for Dense Object Detection
  • TOOD: Task-aligned One-stage Object Detection
• Annotation Tool
  • CVAT
  • X-AnyLabeling
• Cross Domain
  • DANN
  • CDAN
  • CD-FER-Benchmark
• MOT
  • SORT
  • Kalman Filter
  • The Hungarian Method for the Assignment Problem
• Visualization
  • Netron

LLM

Architecture

• RNN
• LSTM
• Transformer
• BERT
• Llama
• DeepSeek-R1

Platform

• Hugging Face
• ModelScope

Prompt Engineering

• Prompt Engineering Guide

RAG

Overview

• Introduction
• paper
• RAG_Techniques

Pipeline

• Extract

  • PaddleOCR
  • MarkItDown
  • PyMuPDF

• Chunking

  • Rule-based
    • nltk
    • sliding-window
    • TextSplitter
  • Model-based
    • SeqModel
    • Dense X Retrieval

• Indexing

  • metadata

• Embedding

  • Word2Vec
  • GloVe
  • bge-m3

• Vector Store

  • Chroma
  • milvus
  • Faiss

• Query

  • Hypothetical Questions
  • HyDE
  • Decomposing
  • Rewriting
  • Step-Back

• Retrieval

  • Micro

    • TF-IDF

    • Best Matching 25

    • KD-Tree

    • HNSW

    • Multi-Index Hashing

    • Navigating Spreading-out Graph

  • Macro
    • Hybrid Search
    • Recursive Retrieval

• Rerank

  • RRF
  • Model
    • BGE Reranker

• Generation

  • Summerization
  • Paraphrasing

• Evaluation

  • Project
    • ragas
    • evalscope

Paper

• RAPTOR
• ColBERT
• GraphRAG
• LightRAG

Model

• Sentence-BERT
• BGE

Project

• RAGFlow

Agent

• MCP
• langchain
• llama_index

IDE

• Continue
• Roo Code

AGI

• On the Measure of Intelligence

Tool

• Material
  • pymatgen
• Neuroscience
  • PsychoPy
  • EEGLAB

Thanks to

• List

  • Top-100-stars
  • 3Blue1Brown

• Python

  • Tian Gao
  • Yuerer's Blog

• RAG

  • AGI 掘金

• Agent

  • Claude Code 逆向工程研究仓库

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