├── .gitignore ├── README.md ├── README_en.md ├── attachments ├── README-1.png └── README.png ├── materials ├── course_page │ ├── CS 188 Spring 2024 _ Introduction to Artificial Intelligence at UC Berkeley.html │ └── CS 188 Spring 2024 _ Introduction to Artificial Intelligence at UC Berkeley_files │ │ ├── auto-render.min.js.下载 │ │ ├── jquery.min.js.下载 │ │ ├── just-the-docs-default.css │ │ ├── just-the-docs-head-nav.css │ │ ├── just-the-docs.js.下载 │ │ ├── katex.min.css │ │ ├── katex.min.js.下载 │ │ ├── logo.png │ │ ├── lunr.min.js.下载 │ │ └── tocbot.min.js.下载 ├── disc&hw │ ├── disc01-regular-sols.pdf │ ├── disc02-regular-sols.pdf │ ├── hw01-sols.pdf │ └── hw02-sols.pdf ├── original_note │ ├── cs188-sp24-note01.pdf │ ├── cs188-sp24-note02.pdf │ ├── cs188-sp24-note03.pdf │ ├── cs188-sp24-note04.pdf │ ├── cs188-sp24-note05.pdf │ ├── cs188-sp24-note06.pdf │ ├── cs188-sp24-note07.pdf │ ├── cs188-sp24-note08.pdf │ ├── cs188-sp24-note09.pdf │ ├── cs188-sp24-note10.pdf │ ├── cs188-sp24-note11.pdf │ ├── cs188-sp24-note12.pdf │ ├── cs188-sp24-note13.pdf │ ├── cs188-sp24-note14.pdf │ ├── cs188-sp24-note15.pdf │ ├── cs188-sp24-note16.pdf │ ├── cs188-sp24-note17.pdf │ ├── cs188-sp24-note18.pdf │ ├── cs188-sp24-note19.pdf │ ├── cs188-sp24-note20.pdf │ ├── cs188-sp24-note21.pdf │ ├── cs188-sp24-note22.pdf │ ├── cs188-sp24-note24.pdf │ └── cs188-sp24-note25.pdf └── project │ ├── intro_page │ ├── Project 0 _ CS 188 Spring 2024.html │ ├── Project 0 _ CS 188 Spring 2024_files │ │ ├── auto-render.min.js.下载 │ │ ├── jquery.min.js.下载 │ │ ├── just-the-docs-default.css │ │ ├── just-the-docs-head-nav.css │ │ ├── just-the-docs.js.下载 │ │ ├── katex.min.css │ │ ├── katex.min.js.下载 │ │ ├── lunr.min.js.下载 │ │ ├── ml_check_dependencies.png │ │ └── tocbot.min.js.下载 │ ├── Project 1 _ CS 188 Spring 2024.html │ ├── Project 1 _ CS 188 Spring 2024_files │ │ ├── auto-render.min.js.下载 │ │ ├── jquery.min.js.下载 │ │ ├── just-the-docs-default.css │ │ ├── just-the-docs-head-nav.css │ │ ├── just-the-docs.js.下载 │ │ ├── katex.min.css │ │ ├── katex.min.js.下载 │ │ ├── lunr.min.js.下载 │ │ ├── maze.png │ │ └── tocbot.min.js.下载 │ ├── Project 2 _ CS 188 Spring 2024.html │ ├── Project 2 _ CS 188 Spring 2024_files │ │ ├── alpha_beta_impl.png │ │ ├── auto-render.min.js.下载 │ │ ├── jquery.min.js.下载 │ │ ├── just-the-docs-default.css │ │ ├── just-the-docs-head-nav.css │ │ ├── just-the-docs.js.下载 │ │ ├── katex.min.css │ │ ├── katex.min.js.下载 │ │ ├── lunr.min.js.下载 │ │ ├── minimax_depth.png │ │ ├── pacman_multi_agent.png │ │ └── tocbot.min.js.下载 │ ├── Project 3 _ CS 188 Spring 2024.html │ ├── Project 3 _ CS 188 Spring 2024_files │ │ ├── auto-render.min.js.下载 │ │ ├── bottom_left_logic.png │ │ ├── conjoin_diagram.png │ │ ├── jquery.min.js.下载 │ │ ├── just-the-docs-default.css │ │ ├── just-the-docs-head-nav.css │ │ ├── just-the-docs.js.下载 │ │ ├── katex.min.css │ │ ├── katex.min.js.下载 │ │ ├── logic_tree.png │ │ ├── logical_pacman.png │ │ ├── lunr.min.js.下载 │ │ └── tocbot.min.js.下载 │ ├── Project 4 _ CS 188 Spring 2024.html │ ├── Project 4 _ CS 188 Spring 2024_files │ │ ├── auto-render.min.js.下载 │ │ ├── busters.png │ │ ├── busters_bayes_net_simplified.png │ │ ├── busters_greedy_pacman.png │ │ ├── busters_hmm_time_elapse.png │ │ ├── jquery.min.js.下载 │ │ ├── just-the-docs-default.css │ │ ├── just-the-docs-head-nav.css │ │ ├── just-the-docs.js.下载 │ │ ├── katex.min.css │ │ ├── katex.min.js.下载 │ │ ├── lunr.min.js.下载 │ │ └── tocbot.min.js.下载 │ ├── Project 5 _ CS 188 Spring 2024.html │ ├── Project 5 _ CS 188 Spring 2024_files │ │ ├── auto-render.min.js.下载 │ │ ├── jquery.min.js.下载 │ │ ├── just-the-docs-default.css │ │ ├── just-the-docs-head-nav.css │ │ ├── just-the-docs.js.下载 │ │ ├── katex.min.css │ │ ├── katex.min.js.下载 │ │ ├── lunr.min.js.下载 │ │ ├── ml_check_dependencies.png │ │ ├── ml_chrome_translate.png │ │ ├── ml_project_teaser.png │ │ ├── ml_rnn.png │ │ └── tocbot.min.js.下载 │ ├── Project 6 _ CS 188 Spring 2024.html │ ├── Project 6 _ CS 188 Spring 2024_files │ │ ├── auto-render.min.js.下载 │ │ ├── jquery.min.js.下载 │ │ ├── just-the-docs-default.css │ │ ├── just-the-docs-head-nav.css │ │ ├── just-the-docs.js.下载 │ │ ├── katex.min.css │ │ ├── katex.min.js.下载 │ │ ├── lunr.min.js.下载 │ │ ├── q_learning.png │ │ ├── tocbot.min.js.下载 │ │ ├── value_2_paths.png │ │ └── value_iter_diagram.png │ ├── Projects _ CS 188 Spring 2024.html │ └── Projects _ CS 188 Spring 2024_files │ │ ├── auto-render.min.js.下载 │ │ ├── jquery.min.js.下载 │ │ ├── just-the-docs-default.css │ │ ├── just-the-docs-head-nav.css │ │ ├── just-the-docs.js.下载 │ │ ├── katex.min.css │ │ ├── katex.min.js.下载 │ │ ├── lunr.min.js.下载 │ │ ├── pacman_game.gif │ │ └── tocbot.min.js.下载 │ └── original_zip │ ├── 0_tutorial.zip │ ├── 1_search.zip │ ├── 2_multiagent.zip │ ├── 3_logic.zip │ ├── 4_tracking.zip │ ├── 5_machinelearning.zip │ ├── 5_machinelearningpytorch.zip │ ├── 6_reinforcement.zip │ └── 6_reinforcement_pytorch.zip ├── note ├── 01-Intro_to_AI_Rational_Agents.md ├── 02-State_Spaces_Uninformed_Search.md ├── 03-Informed_Search_Astar_and_Heuristics.md ├── 04-Local_Search.md ├── 05-Trees_Minimax_Pruning.md ├── 06-Expectimax_Monte_Carlo_Tree_Search.md ├── 07-Propositional_Logic_and_Planning.md ├── 08-DPLL&ForwardChaining.md ├── 09-First_Order_Logic.md ├── 10-Intro_to_Probability.md ├── 11-Bayesian_Network_Intro.md ├── 12-Variable_Elimination.md ├── 13-Approximate_Inference.md ├── 14-Markov_Models.md ├── 15-Hidden_Marko_Models.md ├── 16-PF-DN-VPI.md ├── 17-Markov_Decision_Processes.md ├── 18-Iteration.md ├── 19-Navie_Bayes.md ├── 20-Perceptron.md ├── 21-Regression.md ├── 22-Neural_Networks.md ├── 24-Reinforcement_Learnin.md ├── README.md └── attachments │ ├── 02_Search-State-Spaces-Uninformed-Search-1.png │ ├── 02_Search-State-Spaces-Uninformed-Search-2.png │ ├── 02_Search-State-Spaces-Uninformed-Search-3.png │ ├── 02_Search-State-Spaces-Uninformed-Search.png │ ├── 02_State-Spaces-Uninformed-Search.png │ ├── 03_State-Spaces-Uninformed-Search-1.png │ ├── 03_State-Spaces-Uninformed-Search-2.png │ ├── 03_State-Spaces-Uninformed-Search-3.png │ ├── 03_State-Spaces-Uninformed-Search-4.png │ ├── 03_State-Spaces-Uninformed-Search-5.png │ ├── 03_State-Spaces-Uninformed-Search-6.png │ ├── 03_State-Spaces-Uninformed-Search.png │ ├── 04_Local-Search-1.png │ ├── 04_Local-Search-2.png │ ├── 04_Local-Search-3.png │ ├── 04_Local-Search.png │ ├── 05_Trees-Minimax-Pruning-1.png │ ├── 05_Trees-Minimax-Pruning-2.png │ ├── 05_Trees-Minimax-Pruning-3.png │ ├── 05_Trees-Minimax-Pruning-4.png │ ├── 05_Trees-Minimax-Pruning-5.png │ ├── 05_Trees-Minimax-Pruning-6.png │ ├── 05_Trees-Minimax-Pruning-7.png │ ├── 05_Trees-Minimax-Pruning-8.png │ ├── 05_Trees-Minimax-Pruning.png │ ├── 06_Expectimax-Monte-Carlo-Tree-Search-1.png │ ├── 06_Expectimax-Monte-Carlo-Tree-Search-2.png │ ├── 06_Expectimax-Monte-Carlo-Tree-Search-3.png │ ├── 06_Expectimax-Monte-Carlo-Tree-Search-4.png │ ├── 06_Expectimax-Monte-Carlo-Tree-Search-5.png │ ├── 06_Expectimax-Monte-Carlo-Tree-Search-6.png │ ├── 06_Expectimax-Monte-Carlo-Tree-Search.png │ ├── 07-Propositional_Logic_and_Planning-1.png │ ├── 07-Propositional_Logic_and_Planning-2.png │ ├── 07-Propositional_Logic_and_Planning.png │ ├── 09-First_Order_Logic.png │ ├── 10-Intro_to_Probability.png │ ├── 11-Bayesian_Network_Intro-1.png │ ├── 11-Bayesian_Network_Intro.png │ ├── 12-Variable_Elimination-1.png │ ├── 12-Variable_Elimination.png │ ├── 13_Approximate Inference.png │ ├── 14-Markov_Models.png │ ├── 15-Hidden_Marko_Models-1.png │ ├── 15-Hidden_Marko_Models-2.png │ ├── 15-Hidden_Marko_Models.png │ ├── 15-PF-DN-OT-VPI.png │ ├── 15-PF-DN-VPI.png │ ├── 15-Particle_Filtering.png │ ├── 17-Markov_Decision_Processes-1.png │ ├── 17-Markov_Decision_Processes-2.png │ ├── 17-Markov_Decision_Processes.png │ ├── 18-Iteration.png │ ├── 19-Machine_Learning.png │ ├── 19-Navie_Bayes.png │ ├── 20-Perceptron-1.png │ ├── 20-Perceptron-2.png │ ├── 20-Perceptron-3.png │ ├── 20-Perceptron.png │ ├── 21-Regression-1.png │ ├── 21-Regression.png │ ├── 22-Neural_Networks-1.png │ ├── 22-Neural_Networks-2.png │ ├── 22-Neural_Networks-3.png │ ├── 22-Neural_Networks.png │ └── 24-Reinforcement_Learnin.png └── project ├── README.md ├── attachments ├── project-0.png ├── project-1-1.png ├── project-1-2.png ├── project-1-3.png ├── project-1-4.png ├── project-1-5.png ├── project-1-6.png ├── project-1-7.png ├── project-1-8.png ├── project-1-9.png ├── project-1.png ├── project-2-1.png ├── project-2-10.png ├── project-2-11.png ├── project-2-12.png ├── project-2-13.png ├── project-2-2.png ├── project-2-3.png ├── project-2-4.png ├── project-2-5.png ├── project-2-6.png ├── project-2-7.png ├── project-2-8.png ├── project-2-9.png ├── project-2.png ├── project-3.png ├── project-4-1.png ├── project-4-2.png ├── project-4-3.png ├── project-4-4.png └── project-4.png ├── project-0.md ├── project-1.md ├── project-2.md ├── project-3.md └── project-4.md /.gitignore: -------------------------------------------------------------------------------- 1 | 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