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关于课程

UCB CS188: Introduction to Artificial Intelligence

课程链接

课程网站(2018秋) :CS 188: Introduction to Artificial Intelligence, Fall 2018 (berkeley.edu) 课程视频(Bilibili,年份不详):【中英双语字幕】伯克利CS188《人工智能导论》by Nikita Kitaev 课程作业(选择填空题,2018秋):Gradescope,公众注册码:93PWD8 课程项目(2018秋)自用仓库:yliu-fe/cs188_proj_2018Fall: My code for projects of cs188 "Intro to AI" (github.com)

课程笔记清单

  1. 搜索Search
    1. 盲目搜索Uninformed Search[[Section1.1 Uninformed Search]]
    2. A 搜索和启发式搜索 A search and Heuristics [[Section1.2 A_star Search and Heuristics]]
    3. 本章对应习题,Grandscope Homework 1[[Homework 1 Search]]
  2. 约束满足问题CSP
  3. 博弈树Game trees
  4. 马尔可夫决策过程MDP
  5. 强化学习RL
  6. 贝叶斯网络BNs
  7. 隐马尔可夫模型HMM
  8. 机器学习各专题