Sources

General Research

• How to Do Research?: [Slides] [Blog]

• Common Tools: [PyTorch视频教程] [PyTorch网页教程配套代码]

Database Research

Data-centric ML Research

• 简介

  

  

  

  

• Github Repos
  • awesome-data-centric-ai-A
  • awesome-data-centric-ai-B
  • awesome-data-centric-ai-C
• Papers
  • Data-centric Artificial Intelligence: A Survey
  • Data-centric AI: Perspectives and Challenges
  • Towards Data-centric Graph Machine Learning
• Blogs
  • GPT模型成功的背后用到了哪些以数据为中心的人工智能（Data-centric AI）技术？
  • Data-centric Artificial Intelligence: A Survey
  • What Are the Data-Centric AI Concepts behind GPT Models?
• For Graph Data (especially GNN)
  • GCN论文
  • GraphSAGE论文
  • 博客讲解
  • 规范代码
• Conferences
  • DMLR

ML System Research

AutoML Research

每周组会分享Slides

• 10.20-张文涛: How to do Research? [Slides]