MIT

• 6.830/6.814: Database Systems
• 6.006 Introduction to Algorithms
• 6.828 Operating Systems
• 6.824 Distributed Systems
• 6.004 Computation Structures
• 6.035 Computer Language Engineering
• 6.001 Structure and Interpretation of Computer Programs
• The Missing Semester of Your CS Education

CMU

• 15-451/651: Algorithms
• 15-213 Introduction to Computer Systems
• 15-440 Distributed Systems - profiles/15-440_640-distributed-systems) |
• 15-411 Compiler Design
• 15-445/645 Database Systems
• 15-445/645 Database Systems
• 15-441/641 Computer Networks

UC Berkeley

• CS168 Introduction to the Internet
• CS152 Computer Architecture and Engineering
• CS164 Programming Languages and Compilers
• CS186 Introduction to Database Systems
• CS61A Structure and Interpretation of Computer Programs - py-zh) |
• CS188 Introduction to Artificial Intelligence
• CS189 Introduction to Machine Learning
• EECS Course WEB Sites
• CS61B Data Structures

Shanghai Jiao Tong University

• CS26015, Fall 2019

Summary

Reference

• • 机器学习最好的课程是什么？
  • MIT pdos GitHub
  • awesome-courses
  • CMU 2015 15-213 BiliBili videos
  • 值得留给子孙后代的计算机课程
  • 为了培养计算机学生，这所学校把地租给科技公司，没想到。.....
  • 全民 CS、校训就是搬砖，这所学校计算机顶尖是有原因的
  • 为了培养计算机学生，这所学校把地租给科技公司，没想到。.....
  • 研究了美国四大计算机名校的培养方案，核心课程都在这了
  • 麻省理工学院是如何培养计算机学生的
  • UC Berkeley EECS 系是如何培养计算机学生的

• For Database

  • Database System Concepts Seventh Edition
  • GitHub of CMU DB

LLM

• CS324 - Large Language Models
• ChatGPT Prompt Engineering for Developers
• Building Systems with the ChatGPT API
• Generative AI for Everyone
• Generative AI with LLMs
• Finetuning Large Language Models
• Large Language Models with Semantic Search
• Automated Testing for LLMOps
• LLMOps
• Advanced Retrieval for AI with Chroma
• Reinforcement Learning from Human Feedback
• Building and Evaluating Advanced RAG Applications
• Understanding Large Language Models
• CS224N-Lecture 11: Prompting, Instruction Finetuning, and RLHF