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Ai-Class com
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Torrent Files List
Conditional Independence Writeup.pdf (Size: 4.29 GB) (Files: 1310)
Conditional Independence Writeup.pdf
Finals
Appends.txt
Finals Question 1 - Explination.flv
Finals Question 1 - Search.flv
Finals Question 1.jpg
Finals Question 10 - Explination.flv
Finals Question 10 - Stereo Vision.flv
Finals Question 10.jpg
Finals Question 11 - Explination.flv
Finals Question 11 - Towards Structure From Motion.flv
Finals Question 11.jpg
Finals Question 12 - Explination.flv
Finals Question 12 - Self-Driving Cars.flv
Finals Question 12.jpg
Finals Question 2 - Bayes Networks.flv
Finals Question 2 - Explination.flv
Finals Question 2.jpg
Finals Question 3 - Explination.flv
Finals Question 3 - Machine Learning.flv
Finals Question 3.jpg
Finals Question 4 - Explination.flv
Finals Question 4 - Planning.flv
Finals Question 4.jpg
Finals Question 5 - Explination.flv
Finals Question 5 - Logic.flv
Finals Question 5.jpg
Finals Question 6 - Explination.flv
Finals Question 6 - Particle Filters.flv
Finals Question 6.jpg
Finals Question 7 - Explination.flv
Finals Question 7 - Particle Filters and Basic Probability.flv
Finals Question 7.jpg
Finals Question 8 - Alpha-Beta Pruning.flv
Finals Question 8 - Explination.flv
Finals Question 8.jpg
Finals Question 9 - Explination.flv
Finals Question 9 - Perspective Projection.flv
Finals Question 9.jpg
printable_final.pdf
Homework 1
Appends.txt
HW 1-1 Explination.flv
HW 1-1 Peg Solitaire.flv
HW 1-1 Quiz.jpg
HW 1-2 Explination.flv
HW 1-2 Loaded Coin.flv
HW 1-2 Quiz.jpg
HW 1-3 Explination.flv
HW 1-3 Maze.flv
HW 1-3 Quiz.jpg
HW 1-4 Explination.flv
HW 1-4 Quiz.jpg
HW 1-4 Search Tree.flv
HW 1-5 Explination.flv
HW 1-5 Quiz.jpg
HW 1-5 Search Tree 2.flv
HW 1-6 Explination.flv
HW 1-6 Quiz.jpg
HW 1-6 Search Network.flv
HW 1-7 Astar Search.flv
HW 1-7 Explination.flv
HW 1-7 Quiz.jpg
Homework 2
Appends.txt
HW 2-1 Bayes Rule.flv
HW 2-1 Explination.flv
HW 2-1 Quiz.jpg
HW 2-2 Explination.flv
HW 2-2 Quiz.jpg
HW 2-2 Simple Bayes Net.flv
HW 2-3 Explination.flv
HW 2-3 Quiz.jpg
HW 2-3 Simple Bayes Net 2.flv
HW 2-4 Conditional Independence.flv
HW 2-4 Explination.flv
HW 2-4 Quiz.jpg
HW 2-5 Conditional Independence 2.flv
HW 2-5 Explination.flv
HW 2-5 Quiz.jpg
HW 2-6 Explination.flv
HW 2-6 Parameter Count.flv
HW 2-6 Quiz.jpg
Homework 3
Appends.txt
HW 3-1 Explination.flv
HW 3-1 Naive Bayes.flv
HW 3-1 Quiz.jpg
HW 3-2 Explination.flv
HW 3-2 Naive Bayes 2.flv
HW 3-2 Quiz.jpg
HW 3-3 Explination.flv
HW 3-3 Maximum Likelihood.flv
HW 3-3 Quiz.jpg
HW 3-4 Explination.flv
HW 3-4 Linear Regression.flv
HW 3-4 Quiz.jpg
HW 3-5 Explination.flv
HW 3-5 Linear Regression 2.flv
HW 3-5 Quiz.jpg
HW 3-6 Explination.flv
HW 3-6 K Nearest Neighbors.flv
HW 3-6 Quiz.jpg
HW 3-7 Explination.flv
HW 3-7 K Nearest Neighbors 2.flv
HW 3-7 Quiz.jpg
HW 3-8 Explination.flv
HW 3-8 Perceptron.flv
HW 3-8 Quiz.jpg
Homework 4
Appends.txt
HW 4-1 Explination.flv
HW 4-1 Logic.flv
HW 4-1 Quiz.jpg
HW 4-2 Explination.flv
HW 4-2 More Logic.flv
HW 4-2 Quiz.jpg
HW 4-3 Explination.flv
HW 4-3 Quiz.jpg
HW 4-3 Vacuum World.flv
HW 4-4 Explination.flv
HW 4-4 More Vacuum World.flv
HW 4-4 Quiz.jpg
HW 4-5 Explination.flv
HW 4-5 More Vacuum World.flv
HW 4-5 Quiz.jpg
HW 4-6 Explination.flv
HW 4-6 More Vacuum World.flv
HW 4-6 Quiz.jpg
HW 4-7 Explination.flv
HW 4-7 More Vacuum World.flv
HW 4-7 Quiz.jpg
HW 4-8 Explination.flv
HW 4-8 Monkey and Bananas.flv
HW 4-8 Quiz.jpg
HW 4-9 Explination.flv
HW 4-9 Quiz.jpg
HW 4-9 Situation Calculus.flv
Homework 5
Appends.txt
HW 5-1 Explination.flv
HW 5-1 Q Learning.flv
HW 5-1 Quiz.jpg
HW 5-2 Explination.flv
HW 5-2 Function Generalization.flv
HW 5-2 Quiz.jpg
HW 5-3 Explination.flv
HW 5-3 Passive RL Agent.flv
HW 5-3 Quiz.jpg
Homework 6
Appends.txt
HW 6-1 Explination.flv
HW 6-1 Max Likelihood Question.flv
HW 6-1 Quiz.jpg
HW 6-10 Explination.flv
HW 6-10 Game Tree Question.flv
HW 6-10 Quiz.jpg
HW 6-11 Explination.flv
HW 6-11 Quiz.jpg
HW 6-11 Strategy Question.flv
HW 6-2 Explination.flv
HW 6-2 Quiz.jpg
HW 6-2 Stationary Distribution Question.flv
HW 6-3 Explination.flv
HW 6-3 HMM Question.flv
HW 6-3 Quiz.jpg
HW 6-4 Explination.flv
HW 6-4 Particle Filter Question 1.flv
HW 6-4 Quiz.jpg
HW 6-5 Explination.flv
HW 6-5 Particle Filter Question 2.flv
HW 6-5 Quiz.jpg
HW 6-6 Explination.flv
HW 6-6 Particle Filter Question 3.flv
HW 6-6 Quiz.jpg
HW 6-7 Explination.flv
HW 6-7 Particle Filter Question 4.flv
HW 6-7 Quiz.jpg
HW 6-8 Explination.flv
HW 6-8 Max Min Question.flv
HW 6-8 Quiz.jpg
HW 6-9 Explination.flv
HW 6-9 Quiz.jpg
HW 6-9 Scheduling Question.flv
Homework 7
append7-3.png
Appends.txt
HW 7-1 Explination.flv
HW 7-1 Perspective Projection.flv
HW 7-1 Quiz.jpg
HW 7-2 Explination.flv
HW 7-2 Linear or Not.flv
HW 7-2 Quiz.jpg
HW 7-3 Explination.flv
HW 7-3 Quiz.jpg
HW 7-4 Explination.flv
HW 7-4 Quiz.jpg
HW 7-4 Stereo.flv
HW 7-5 Correspondence in Stereo.flv
HW 7-5 Explination.flv
HW 7-5 Quiz.jpg
HW 7-6 Explination.flv
HW 7-6 Quiz.jpg
HW 7-6 Structure from Motion.flv
Homework 8
Appends.txt
HW 8-1 Explination.flv
HW 8-1 Quiz.jpg
HW 8-1 State Space.flv
HW 8-2 Dynamic Programming 1.flv
HW 8-2 Explination.flv
HW 8-2 Quiz.jpg
HW 8-3 Dynamic Programming 2.flv
HW 8-3 Explination.flv
HW 8-3 Quiz.jpg
HW 8-4 Explination.flv
HW 8-4 Particle 1.flv
HW 8-4 Quiz.jpg
HW 8-5 Explination.flv
HW 8-5 Particle 2.flv
HW 8-5 Quiz.jpg
HW 8-6 Explination.flv
HW 8-6 Quiz.jpg
HW 8-6 Stanley.flv
HW 8-7 Explination.flv
HW 8-7 Motion Model.flv
HW 8-7 Quiz.jpg
Midterm
Appends.txt
Midterm Q1 Explination.flv
Midterm Question 1 - Agents and Environments.flv
Midterm Question 1.jpg
Midterm Question 10 - Linear Regression.flv
Midterm Question 10 Explination.flv
Midterm Question 10.jpg
Midterm Question 11 - K-Means Clustering.flv
Midterm Question 11 Explination.flv
Midterm Question 11.jpg
Midterm Question 12 - Logic.flv
Midterm Question 12 Explination.flv
Midterm Question 12.jpg
Midterm Question 13 - Planning.flv
Midterm Question 13 Explination.flv
Midterm Question 13.jpg
Midterm Question 14 - Markov Decision Process (MDP).flv
Midterm Question 14 Explination.flv
Midterm Question 14.jpg
Midterm Question 15 - Markov Chains.flv
Midterm Question 15 Explination.flv
Midterm Question 15.jpg
Midterm Question 2 - A star Search.flv
Midterm Question 2 Explination.flv
Midterm Question 2.jpg
Midterm Question 3 - Probability I.flv
Midterm Question 3 Explination.flv
Midterm Question 3.jpg
Midterm Question 4 - Probability II.flv
Midterm Question 4 Explination.flv
Midterm Question 4.jpg
Midterm Question 5 - Probability III.flv
Midterm Question 5 Explination.flv
Midterm Question 5.jpg
Midterm Question 6 - Bayes Network I.flv
Midterm Question 6 Explination.flv
Midterm Question 6.jpg
Midterm Question 7 - Bayes Network II.flv
Midterm Question 7 Explination.flv
Midterm Question 7.jpg
Midterm Question 8 - Naive Bayes with Laplacian Smoothing.flv
Midterm Question 8 Explination.flv
Midterm Question 8.jpg
Midterm Question 9 - K Nearest Neighbor.flv
Midterm Question 9 Explination.flv
Midterm Question 9.jpg
Office Hours
Office Hours 06.flv
Office Hours 07 1.flv
Office Hours 07 2.flv
Office Hours 8 01.flv
Office Hours 8 02.mp4.flv
Office Hours 9 01.mp4.flv
Office Hours 9 02.mp4.flv
Office Hours 9 03.flv
Office Hours for Week 5.mp4
office hours part 1.flv
office hours part 2.flv
Reinventing Education with Khan Academy and AI Class.flv
Optional NLP Programming
Optional Problem.flv
Optional Programming Project Answer 01.mp4.flv
Optional Programming Project Answer 02.mp4.flv
Optional Quiz.jpg
Problem Text.txt
Transcripts
Course Introduction
unit1_0_Introduction.rtf
Homework 1
homework1_1_Peg_Solitaire_ANSWER_Transcript.rtf
homework1_1_Peg_Solitaire_Transcript.rtf
homework1_2_Loaded_Coin_ANSWER_Transcript.rtf
homework1_2_Loaded_Coin_Transcript.rtf
homework1_3_Path_Through_Maze_ANSWER_Transcript.rtf
homework1_3_Path_Through_Maze_Transcript.rtf
homework1_4_Search_Tree_ANSWER_Transcript.rtf
homework1_4_Search_Tree_Transcript.rtf
homework1_5_Another_Search_Tree_ANSWER_Transcript.rtf
homework1_5_Another_Search_Tree_Transcript.rtf
homework1_6_Search_Network_ANSWER_transcript.rtf
homework1_6_Search_Network_transcript.rtf
homework1_7_A-Star_Search_ANSWER_transcript.rtf
homework1_7_A-Star_Search_transcript.rtf
homework1_Congratulations!_transcript.rtf
homework1_Introduction_transcript.rtf
README.txt
Unit 1
unit1_10_AI_and_Uncertainty.rtf
unit1_11_Examples_of_AI_in_Practice_1.rtf
unit1_12_Chinese_Translation_Answer_1.rtf
unit1_13_Chinese_Translation_2_Answer_1.rtf
unit1_14_Chinese_Translation_3_Answer_1.rtf
unit1_15_Congratulations.rtf
unit1_1_Introduction.rtf
unit1_2_Intelligent_Agents.rtf
unit1_3_Applications_of_AI.rtf
unit1_4_Terminology.rtf
unit1_5_Checkers_Answer.rtf
unit1_6_Poker.rtf
unit1_7_Poker_Answer.rtf
unit1_8_Robotic_Car.rtf
unit1_9_Robotic_Car_Answer.rtf
Unit 2
unit2_10_Graph_Search_Answer.rtf
unit2_11_Graph_Search_Termination.rtf
unit2_12_Uniform_Cost_Search.rtf
unit2_13_Uniform_Cost_Search.rtf
unit2_14_Uniform_Cost_Search.rtf
unit2_15_Uniform_Cost_Search.rtf
unit2_16_Uniform_Cost_Termination.rtf
unit2_17_Uniform_Cost_Termination_Answer.rtf
unit2_18_Depth_First_Search.rtf
unit2_19_Search_Optimality_Answer.rtf
unit2_1_Introduction.rtf
unit2_20_Storage_Requirements,_Completeness.rtf
unit2_21_Completeness_Answer.rtf
unit2_22_More_on_Uniform_Cost_Search.rtf
unit2_23_A-Star_Search.rtf
unit2_23_A-Star_Search_ANSWER.rtf
unit2_24_A-Star_Second_Question.rtf
unit2_24_A-Star_Second_Question_ANSWER.rtf
unit2_25_A-Star_Third_Question.rtf
unit2_25_A-Star_Third_Question_ANSWER.rtf
unit2_26-A_Star_Fourth_Question.rtf
unit2_26_A-Star_Fourth_Question_ANSWER.rtf
unit2_27-A_Star_Fifth_Queston_Answer_Mandatory.rtf
unit2_27_A-Star_Fifth_Question.rtf
unit2_28_Optimistic_Heuristics.rtf
unit2_29_State_Spaces.rtf
unit2_29_State_Spaces_ANSWER.rtf
unit2_2_Route_Finding_Question.rtf
unit2_30_State_Space_Diagram_and_More_Complexity.rtf
unit2_30_State_Space_Diagram_and_More_Complexity_ANSWER.rtf
unit2_31_Sliding_Blocks_Puzzle.rtf
unit2_31_Sliding_Blocks_Puzzle_ANSWER.rtf
unit2_32_Where_is_the_Intelligence.rtf
unit2_33_What_Cant_Search_Do.rtf
unit2_34_Note_on_Implementation.rtf
unit2_3_Route_Finding.rtf
unit2_4_Tree_Search.rtf
unit2_5_Graph_Search.rtf
unit2_6_Graph_Search_Answer.rtf
unit2_7_Graph_Search_Answer.rtf
unit2_8_Graph_Search_Answer.rtf
unit2_9_More_Graph_Search.rtf
Unit 3
Unit_3_01_Introduction.rtf
Unit_3_02_Probabilities.rtf
Unit_3_02a_Answer.rtf
Unit_3_02b_Question.rtf
Unit_3_02c_Answer.rtf
Unit_3_02d_Question.rtf
Unit_3_02e_Answer.rtf
Unit_3_02f_Question.rtf
Unit_3_02g_Answer.rtf
Unit_3_02h_Question.rtf
Unit_3_02i_Answer.rtf
Unit_3_02j_Summary.rtf
Unit_3_03_Dependence.rtf
Unit_3_03a_Answer.rtf
Unit_3_04_What_We_Learned.rtf
Unit_3_05_Weather_Quiz.rtf
Unit_3_05a_Answer.rtf
Unit_3_05b_Question.rtf
Unit_3_05c_Answer.rtf
Unit_3_05d_Question.rtf
Unit_3_05e_Answer.rtf
Unit_3_06_Cancer_Quiz.rtf
Unit_3_06a_Answer_and_Cancer_Test.rtf
Unit_3_06b_Answer.rtf
Unit_3_06c_Answer.rtf
Unit_3_06d_Question.rtf
Unit_3_06e_Answer.rtf
Unit_3_07_Bayes_Rule.rtf
Unit_3_07a_Bayes_Rule_Graphically.rtf
Unit_3_07b_Answer.rtf
Unit_3_08_More_Complex_Bayes_Networks.rtf
Unit_3_08a_Two_Test_Cancer_Example.rtf
Unit_3_08b_Answer.rtf
Unit_3_08c_Question.rtf
Unit_3_08d_Answer.rtf
Unit_3_09_Conditional_Independence.rtf
Unit_3_09a_Answer.rtf
Unit_3_09b_Question.rtf
Unit_3_09c_Answer.rtf
Unit_3_09d_Absolute_vs_Conditional_Independence.rtf
Unit_3_09e_Answer.rtf
Unit_3_10_Different_Type_of_Bayes_Network.rtf
Unit_3_10a_Answer.rtf
Unit_3_11_Explaining_Away.rtf
Unit_3_11a_Answer.rtf
Unit_3_11b_Question.rtf
Unit_3_11c_Answer.rtf
Unit_3_11d_Question.rtf
Unit_3_11e_Answer.rtf
Unit_3_11f_Conclusion.rtf
Unit_3_12_General_Bayes_Networks.rtf
Unit_3_12a_Answer.rtf
Unit_3_12b_Question.rtf
Unit_3_12c_Answer.rtf
Unit_3_12d_Question.rtf
Unit_3_12e_Answer.rtf
Unit_3_12f_Value_of_the_Network.rtf
Unit_3_13_D-Separation.rtf
Unit_3_13a_Answer.rtf
Unit_3_13b_D-Separation_Example.rtf
Unit_3_13c_Answer.rtf
Unit_3_13d_D-Separation_General_Definition.rtf
Unit_3_13e_Answer.rtf
Unit_3_14_Congratulations.rtf
Unit 1 Welcome to AI
1-1 Introduction.flv
1-10 Chinese Translation 1 Question.flv
1-10 Quiz.jpg
1-11 Chinese Translation 2 Question.flv
1-12 Chinese Translation 3.flv
1-13 Summary.flv
1-2 Course Overview Question.flv
1-2 Quiz.jpg
1-3 Intelligent Agents Question.flv
1-3 Quiz.jpg
1-4 Applications of AI.flv
1-5 Explination.flv
1-5 Quiz.jpg
1-5 Terminology Question.flv
1-6 Explination.flv
1-6 Poker Question Question.flv
1-6 Quiz.jpg
1-7 Explination.flv
1-7 Quiz.jpg
1-7 Robot Car Question Question.flv
1-8 AI and Uncertainty.flv
1-9 Machine Translation Question.flv
1-9 Quiz.jpg
Unit 10 Reinforcement Learning
10-1 Introduction.flv
10-10 Passive Agent Results.flv
10-11 Explination.flv
10-11 Quiz.jpg
10-11 Weaknesses Question.flv
10-12 Active Reinforcement Learning.flv
10-13 Greedy Agent Results.flv
10-14 Balancing Policy.flv
10-15 Errors in Utility Question.flv
10-15 Explination.flv
10-15 Quiz.jpg
10-16 Exploration Agents.flv
10-17 Exploration Agent Results.flv
10-18 Q Learning 1.flv
10-19 Q Learning 2.flv
10-2 Successes.flv
10-20 Pacman 1.flv
10-21 Pacman 2.flv
10-22 Conclusion.flv
10-3 Forms of Learning.flv
10-4 Explination.flv
10-4 Forms of Learning Question.flv
10-4 Quiz.jpg
10-5 MDP Review.flv
10-6 Solving A MDP.flv
10-7 Agents of Reinforcement Learning.flv
10-8 Passive vs Active.flv
10-9 Passive Temporal Difference Learning.flv
Appends.txt
Unit 11 HMMs and Filters
11-1 Introduction.flv
11-10 Explination.flv
11-10 Quiz.jpg
11-10 Transition Probabilities Question.flv
11-11 Explination.flv
11-11 Laplacian Smoothing Question.flv
11-11 Quiz.jpg
11-12 HMM Happy Grumpy Problem.flv
11-13 Explination.flv
11-13 Happy Grumpy Question.flv
11-13 Quiz.jpg
11-14 Wow You Understand.flv
11-15 HMMs and Robot Localization.flv
11-16 HMM Equations.flv
11-17 HMM Localization Example.flv
11-18 Particle Filters.flv
11-19 Localization and Particle Filters.flv
11-2 Hidden Markov Models.flv
11-20 Particle Filter Algorithm.flv
11-21 Particle Filters Pros and Cons.flv
11-22 Conclusion.flv
11-3 Bayes Network of HMMs.flv
11-4 Localization Problem Examples.flv
11-5 Explination.flv
11-5 Markov Chain Question 1.flv
11-5 Quiz.jpg
11-6 Explination.flv
11-6 Markov Chain Question 2.flv
11-6 Quiz.jpg
11-7 Stationary Distribution.flv
11-8 Explination.flv
11-8 Quiz.jpg
11-8 Stationary Distribution Question.flv
11-9 Finding Transition Probabilities.flv
Unit 12 MDP Review
12-1 Deterministic Question.flv
12-1 Explination.flv
12-1 Quiz.jpg
12-2 Explination.flv
12-2 Quiz.jpg
12-2 Single Backup Question.flv
12-3 Convergence Question.flv
12-3 Explination.flv
12-3 Quiz.jpg
12-4 Explination.flv
12-4 Optimal Policy Question.flv
12-4 Quiz.jpg
Unit 13 Games
13-1 Introduction.flv
13-10 Complexity Reduction Question.flv
13-10 Explination.flv
13-10 Quiz.jpg
13-11 Explination.flv
13-11 Quiz.jpg
13-11 Review Question.flv
13-12 Reduce B.flv
13-13 Explination.flv
13-13 Quiz.jpg
13-13 Reduce B Question.flv
13-14 Reduce M.flv
13-15 Computing State Values.flv
13-16 Complexity Reduction Benefits.flv
13-17 Explination.flv
13-17 Pacman Question.flv
13-17 Quiz.jpg
13-18 Chance.flv
13-19 Chance Question.flv
13-19 Explination.flv
13-19 Quiz.jpg
13-2 Explination.flv
13-2 Quiz.jpg
13-2 Technologies Question.flv
13-20 Explination.flv
13-20 Quiz.jpg
13-20 Terminal State Question.flv
13-21 Explination.flv
13-21 Game Tree Question 1.flv
13-21 Quiz.jpg
13-22 Explination.flv
13-22 Game Tree Question 2.flv
13-22 Quiz.jpg
13-23 Conclusion.flv
13-3 Explination.flv
13-3 Games Question.flv
13-3 Quiz.jpg
13-4 Single Player Game.flv
13-5 Two Player Game.flv
13-6 Two Player Function.flv
13-7 Explination.flv
13-7 Quiz.jpg
13-7 Time Complexity Question.flv
13-8 Explination.flv
13-8 Quiz.jpg
13-8 Space Complexity Question.flv
13-9 Chess Question.flv
13-9 Explination.flv
13-9 Quiz.jpg
Appends.txt
Unit 14 Game Theory
14-1 Introduction.flv
14-10 Solving the Game.flv
14-11 Mixed Strategy Issues.flv
14-12 2x2 Game Question 1.flv
14-12 Explination.flv
14-12 Quiz.jpg
14-13 2x2 Game Question 2.flv
14-13 Explination.flv
14-13 Quiz.jpg
14-14 Geometric Interpretation.flv
14-15 Poker.flv
14-16 Game Theory Strategies.flv
14-17 Explination.flv
14-17 Fed vs Politicians Question.flv
14-17 Quiz.jpg
14-18 Mechanism Design.flv
14-19 Auction Question.flv
14-19 Explination.flv
14-19 Quiz.jpg
14-2 Dominant Strategy Question.flv
14-2 Explination.flv
14-2 Quiz.jpg
14-3 Explination.flv
14-3 Pareto Optimal Question.flv
14-3 Quiz.jpg
14-4 Equilibrium Question.flv
14-4 Explination.flv
14-4 Quiz.jpg
14-5 Explination.flv
14-5 Game Console Question 1.flv
14-5 Quiz.jpg
14-6 Explination.flv
14-6 Game Console Question 2.flv
14-6 Quiz.jpg
14-7 2 Finger Morra.flv
14-8 Explination.flv
14-8 Quiz.jpg
14-8 Tree Question.flv
14-9 Mixed Strategy.flv
Appends.txt
Unit 15 Advanced Planning
15-1 Introduction.flv
15-10 Conformant Plan Question.flv
15-10 Explination.flv
15-10 Quiz.jpg
15-11 Explination.flv
15-11 Quiz.jpg
15-11 Sensory Plan Question.flv
15-2 Scheduling.flv
15-3 Explination.flv
15-3 Quiz.jpg
15-3 Schedule Question.flv
15-4 Explination.flv
15-4 Quiz.jpg
15-4 Resources Question.flv
15-5 Extending Planning.flv
15-6 Hierarchical Planning.flv
15-7 Refinement Planning.flv
15-8 Reachable States.flv
15-9 Explination.flv
15-9 Quiz.jpg
15-9 Reachable States Question.flv
Unit 16 Computer Vision I
16-1 Introduction.flv
16-10 Computer Vision.flv
16-11 Explination.flv
16-11 Invariance Question A.flv
16-11 Quiz.jpg
16-12 Explination.flv
16-12 Invariance Question B.flv
16-12 Quiz.jpg
16-13 Explination.flv
16-13 Invariance Question C.flv
16-13 Quiz.jpg
16-14 Explination.flv
16-14 Invariance Question D.flv
16-14 Quiz.jpg
16-15 Explination.flv
16-15 Invariance Question E.flv
16-15 Quiz.jpg
16-16 Final Invariance Type.flv
16-17 Importance of Invariance.flv
16-18 Greyscale Images.flv
16-19 Extracting Features.flv
16-2 Image Formation.flv
16-20 Explination.flv
16-20 Extracting Features Question.flv
16-20 Quiz.jpg
16-21 Linear Filter.flv
16-22 Explination.flv
16-22 Horizontal Edge Question.flv
16-22 Quiz.jpg
16-23 Explination.flv
16-23 Quiz.jpg
16-23 Vertical Edge Question.flv
16-24 Filter Results.flv
16-25 Gradient Images.flv
16-26 Canny Edge Detector.flv
16-27 Other Masks.flv
16-28 Explination.flv
16-28 Prewitt Mask Question.flv
16-28 Quiz.jpg
16-29 Explination.flv
16-29 Gaussian Kernel Question.flv
16-29 Quiz.jpg
16-3 Explination.flv
16-3 Projection Length Question.flv
16-3 Quiz.jpg
16-30 Reasons for Gaussian Kernels.flv
16-31 Harris Corner Detector.flv
16-32 Modern Feature Detectors.flv
16-33 Conclusion.flv
16-4 Explination.flv
16-4 Focal Length Question.flv
16-4 Quiz.jpg
16-5 Explination.flv
16-5 Quiz.jpg
16-5 Range Question.flv
16-6 Perspective Projection.flv
16-7 Vanishing Points.flv
16-8 Explination.flv
16-8 Quiz.jpg
16-8 Vanishing Points Question.flv
16-9 Lenses.flv
Appends.txt
Unit 17 Computer Vision II
17-1 Introduction.flv
17-10 SSD Minimization.flv
17-11 Disparity Maps.flv
17-12 Context Question.flv
17-12 Explination.flv
17-12 Quiz.jpg
17-13 Alignment 1 Question.flv
17-13 Explination.flv
17-13 Quiz.jpg
17-14 Alignment 2 Question.flv
17-14 Explination.flv
17-14 Quiz.jpg
17-15 Dynamic Programming.flv
17-16 Explination.flv
17-16 Pixel Correspondence Question 1.flv
17-16 Quiz.jpg
17-17 Explination.flv
17-17 Pixel Correspondence Question 2.flv
17-17 Quiz.jpg
17-18 Finding the Best Alignment.flv
17-19 Correspondence Issues.flv
17-2 Depth Question.flv
17-2 Explination.flv
17-2 Quiz.jpg
17-20 Improving Stereo Vision.flv
17-3 Explination.flv
17-3 Quiz.jpg
17-3 Stereo Question.flv
17-4 Solving for Dpeth.flv
17-5 Explination.flv
17-5 Quiz.jpg
17-5 Solve Depth Question.flv
17-6 Change in X Question.flv
17-6 Explination.flv
17-6 Quiz.jpg
17-7 Explination.flv
17-7 Focal Length Question.flv
17-7 Quiz.jpg
17-8 Correspondence Question.flv
17-8 Explination.flv
17-8 Quiz.jpg
17-9 Determine Corresponsence Question.flv
17-9 Explination.flv
17-9 Quiz.jpg
Appends.txt
Unit 18 Computer Vision III
18-1 Explination.flv
18-1 Quiz.jpg
18-1 Structure From Motion Question.flv
18-2 Explination.flv
18-2 Projection Question.flv
18-2 Quiz.jpg
18-3 Structure from Motion Models.flv
18-4 SFM Math.flv
18-5 Explination.flv
18-5 Quiz.jpg
18-5 Recovered Unknowns Question.flv
18-6 Conclusion.flv
Unit 19 Robotics I
10-4 Explination.flv
19-1 Autonomous Vehicle Into 1.flv
19-10 Localization.flv
19-11 Monte Carlo Localization.flv
19-12 Explination.flv
19-12 Localization Question 1.flv
19-12 Quiz.jpg
19-13 Explination.flv
19-13 Localization Question 2.flv
19-13 Quiz.jpg
19-2 Autonomous Vehicle Into 2.flv
19-3 Robotics Introduction.flv
19-4 Quiz.jpg
19-4 Robotics Question.flv
19-5 Explination.flv
19-5 Kinematic Question 1.flv
19-5 Quiz.jpg
19-6 Explination.flv
19-6 Kinematic Question 2.flv
19-6 Quiz.jpg
19-7 Dynamic Question.flv
19-7 Explination.flv
19-7 Quiz.jpg
19-8 Explination.flv
19-8 Helicopter Question 1.flv
19-8 Quiz.jpg
19-9 Explination.flv
19-9 Helicopter Question 2.flv
19-9 Quiz.jpg
Appends.txt
Unit 2 Problem Solving
2-1 Introduction Question.flv
2-1 Quiz.jpg
2-10 Breadth First Search 4.flv
2-11 Breadth First Search 5.flv
2-12 Quiz.jpg
2-12 Uniform Cost Search Question.flv
2-13 Quiz.jpg
2-13 Uniform Cost Search 1 Question.flv
2-14 Quiz.jpg
2-14 Uniform Cost Search 2 Question.flv
2-15 Quiz.jpg
2-15 Uniform Cost Search 3 Question.flv
2-16 Quiz.jpg
2-16 Uniform Cost Search 4 Question.flv
2-17 Uniform Cost Search 5.flv
2-18 Quiz.jpg
2-18 Search Comparison Question.flv
2-19 Search Comparison 1.flv
2-2 What is a Problem.flv
2-20 Quiz.jpg
2-20 Search Comparison 2 Question.flv
2-21 Search Comparison 3.flv
2-22 More on Uniform Cost.flv
2-23 Astar Search Question.flv
2-23 Explination.flv
2-23 Quiz.jpg
2-24 Astar Search 1 Question.flv
2-24 Explination.flv
2-24 Quiz.jpg
2-25 Astar Search 2 Question.flv
2-25 Explination.flv
2-25 Quiz.jpg
2-26 Astar Search 3 Question.flv
2-26 Explination.flv
2-26 Quiz.jpg
2-27 Astar Search 4 Question.flv
2-27 Quiz.jpg
2-28 Astar Search 5.flv
2-29 Optimistic Hueristic.flv
2-3 Example Route Finding.flv
2-3 Sliding Blocks Puzzle 2.flv
2-30 Quiz.jpg
2-30 State Spaces Question.flv
2-31 State Spaces 1.flv
2-32 Quiz.jpg
2-32 State Spaces 2 Question.flv
2-33 State Spaces 3.flv
2-34 Quiz.jpg
2-34 Sliding Blocks Puzzle Question.flv
2-35 Sliding Blocks Puzzle 1.flv
2-37 Problems with Search.flv
2-38 A Note on Implementation.flv
2-4 Quiz.jpg
2-4 Tree Search Question.flv
2-5 Tree Search Continued.flv
2-6 Graph Search Question.flv
2-6 Quiz.jpg
2-7 Breadth First Search 1 Question.flv
2-7 Quiz.jpg
2-8 Breadth First Search 2.flv
2-9 Breadth First Search 3 Question.flv
2-9 Quiz.jpg
Appends.txt
Unit 20 Robotics II
20-1 Prediction.flv
20-10 Path Planning Examples.flv
20-11 Conclusion.flv
20-2 Explination.flv
20-2 Measurement Question.flv
20-2 Quiz.jpg
20-3 Explination.flv
20-3 Quiz.jpg
20-3 Resampling Question.flv
20-4 Explination.flv
20-4 Planning Question.flv
20-4 Quiz.jpg
20-5 Road Graph.flv
20-6 Cost Question.flv
20-6 Explination.flv
20-6 Quiz.jpg
20-7 Dynamic Programming 1.flv
20-8 Dynamic Programming 2.flv
20-9 Robotic Path Planning.flv
Unit 21 Natural Language Processing I
21-1 Introduction.flv
21-10 N Gram Model Samples.flv
21-11 Explination.flv
21-11 N Gram Model Question.flv
21-11 Quiz.jpg
21-12 Explination.flv
21-12 Probability Question.flv
21-12 Quiz.jpg
21-13 Explination.flv
21-13 Language Question.flv
21-13 Quiz.jpg
21-14 Explination.flv
21-14 Letter Bigram Question.flv
21-14 Quiz.jpg
21-15 Explination.flv
21-15 Quiz.jpg
21-15 Trigram Model Question.flv
21-16 Classification.flv
21-17 Classification Question.flv
21-17 Explination.flv
21-17 Quiz.jpg
21-18 Gzip.flv
21-19 Segmentation.flv
21-2 Language Models.flv
21-20 Segmentation Probabilistic Model.flv
21-21 Explination.flv
21-21 Probabilistic Model Question.flv
21-21 Quiz.jpg
21-22 Best Segmentation 1.flv
21-23 Best Segmentation 2.flv
21-24 Segment Code.flv
21-25 Explination.flv
21-25 Quiz.jpg
21-25 Segment Question 1.flv
21-26 Explination.flv
21-26 Quiz.jpg
21-26 Segment Question 2.flv
21-27 Spelling Correction.flv
21-28 Spelling Data.flv
21-29 Correction Example.flv
21-3 Bag of Words.flv
21-30 Software Engineering.flv
21-4 Probabilistic Models.flv
21-5 Language and Learning.flv
21-6 Explination.flv
21-6 Language Models Question.flv
21-6 Quiz.jpg
21-7 Unigram Model Samples.flv
21-8 Bigram Model Samples.flv
21-9 Trigram Model Samples.flv
Unit 22 Natural Language Processing II
22-1 Sentence Structure.flv
22-10 Parsing into a Tree.flv
22-11 Machine Translation.flv
22-12 Translation Example.flv
22-2 Explination.flv
22-2 Parses Question.flv
22-2 Quiz.jpg
22-3 Explination.flv
22-3 Problems and Solutions Question.flv
22-3.jpg
22-4 Writing Grammars.flv
22-5 PCFG.flv
22-6 Explination.flv
22-6 PCFG Question.flv
22-6 Quiz.jpg
22-7 Probability Origins.flv
22-8 Resolving Ambiguity.flv
22-9 LPCFG.flv
Unit 3 Probability in AI
3-1 Introduction.flv
3-10 Explination.flv
3-10 Quiz.jpg
3-10 Weather Question.flv
3-11 Explination.flv
3-11 Quiz.jpg
3-11 Weather 2 Question.flv
3-12 Explination.flv
3-12 Quiz.jpg
3-12 Weather 3 Question.flv
3-13 Cancer Q.flv
3-13 Quiz.jpg
3-14 Cancer 2 Question.flv
3-14 Quiz.jpg
3-15 Cancer 3 Question.flv
3-15 Explination.flv
3-15 Quiz.jpg
3-16 Cancer 4 Question.flv
3-16 Explination.flv
3-16 Quiz.jpg
3-17 Bayes Rule.flv
3-18 Bayes Network Question.flv
3-18 Explination.flv
3-18 Quiz.jpg
3-19 Computer Bayes Rule.flv
3-2 Explination.flv
3-2 Probability_Coin Flip Question.flv
3-2 Quiz.jpg
3-20 Explination.flv
3-20 Quiz.jpg
3-20 Two Test Cancer Question.flv
3-21 Explination.flv
3-21 Quiz.jpg
3-21 Two Test Cancer 2 Question.flv
3-22 Conditional Independence Question.flv
3-22 Explination.flv
3-22 Quiz.jpg
3-23 Conditional Independence 2 Question.flv
3-23 Explination.flv
3-23 Quiz.jpg
3-24 Absolute and Conditional Question.flv
3-24 Explination.flv
3-24 Quiz.jpg
3-25 Confounding Cause Question.flv
3-25 Explination.flv
3-25 Quiz.jpg
3-26 Explaining Away Question.flv
3-26 Explination.flv
3-26 Quiz.jpg
3-27 Explaining Away 2 Question.flv
3-27 Explination.flv
3-27 Quiz.jpg
3-28 Explaining Away 3 Question.flv
3-28 Explination.flv
3-28 Quiz.jpg
3-29 Conditional Dependence.flv
3-3 Coin Flip 2 Question.flv
3-3 Explination.flv
3-3 Quiz.jpg
3-30 Explination.flv
3-30 General Bayes Net Question.flv
3-30 Quiz.jpg
3-31 Explination.flv
3-31 General Bayes Net 2 Question.flv
3-31 Quiz.jpg
3-32 Explination.flv
3-32 General Bayes Net 3 Question.flv
3-32 Quiz.jpg
3-33 Value of a Network.flv
3-34 D-Separation Question.flv
3-34 Explination.flv
3-34 Quiz.jpg
3-35 D-Separation 2 Question.flv
3-35 Explination.flv
3-35 Quiz.jpg
3-36 D-Separation 3 Question.flv
3-36 Explination.flv
3-36 Quiz.jpg
3-37 Congratulations!.flv
3-4 Coin Flip 3 Question.flv
3-4 Explination.flv
3-4 Quiz.jpg
3-5 Coin Flip 4 Question.flv
3-5 Explination.flv
3-5 Quiz.jpg
3-6 Coin Flip 5 Question.flv
3-6 Explination.flv
3-6 Quiz.jpg
3-7 Probability Summary.flv
3-8 Dependence Question.flv
3-8 Explination.flv
3-8 Quiz.jpg
3-9 What we Learned.flv
Appends.txt
Unit 4 Probabilistic Inference
4-1 Explination.flv
4-1 Overview and Example Question.flv
4-1 Quiz.jpg
4-10 Explination.flv
4-10 Quiz.jpg
4-10 Variable Elimination Question 3.flv
4-11 Variable Elimination 4.flv
4-12 Approximate Inference.flv
4-13 Explination.flv
4-13 Quiz.jpg
4-13 Sampling Example Question.flv
4-14 Approximate Inference 2.flv
4-15 Rejection Sampling.flv
4-16 Explination.flv
4-16 Likelihood Weighting Question.flv
4-16 Quiz.jpg
4-17 Likelihood Weighting 1.flv
4-18 Likelihood Weighting 2.flv
4-19 Gibbs Sampling.flv
4-2 Enumeration Question.flv
4-2 Explination.flv
4-2 Quiz.jpg
4-20 Explination.flv
4-20 Monty Hall Problem Question.flv
4-20 Quiz.jpg
4-21 Monty Hall Letter.flv
4-3 Explination.flv
4-3 Quiz.jpg
4-3 Speeding Up Enumeration Question.flv
4-4 Explination.flv
4-4 Quiz.jpg
4-4 Speeding Up Enumeration Question 2.flv
4-5 Explination.flv
4-5 Quiz.jpg
4-5 Speeding Up Enumeration Question 3.flv
4-6 Explination.flv
4-6 Quiz.jpg
4-6 Speeding Up Enumeration Question 4.flv
4-7 Causal Direction.flv
4-8 Explination.flv
4-8 Quiz.jpg
4-8 Variable Elimination Question.flv
4-9 Explination.flv
4-9 Quiz.jpg
4-9 Variable Elimination Question 2.flv
Appends.txt
Unit 5 Machine Learning
5-1 Introduction.flv
5-10 Explination.flv
5-10 Quiz.jpg
5-10 Relationship to Bayes Question.flv
5-11 Explination.flv
5-11 Question.flv
5-11 Quiz.jpg
5-12 Explination.flv
5-12 Question.flv
5-12 Quiz.jpg
5-13 Question.flv
5-13 Quiz.jpg
5-14 Answer and Laplace Smoothing Question.flv
5-14 Explination.flv
5-14 Quiz.jpg
5-15 Explination.flv
5-15 Question.flv
5-15 Quiz.jpg
5-16 Explination.flv
5-16 Question.flv
5-16 Quiz.jpg
5-17 Summary Naive Bayes.flv
5-18 Advanced SPAM Filtering.flv
5-19 Digit Recognition.flv
5-2 Explination.flv
5-2 Quiz.jpg
5-2 What is Machine Learning Question.flv
5-20 Overfitting Prevention.flv
5-21 Classification vs Regression Question.flv
5-21 Explination.flv
5-21 Quiz.jpg
5-22 Explination.flv
5-22 Linear Regression Question.flv
5-22 Quiz.jpg
5-23 More Linear Regression.flv
5-24 Explination.flv
5-24 Quadratic Loss Question.flv
5-24 Quiz.jpg
5-25 Explination.flv
5-25 Problems with Linear Regression Question.flv
5-25 Quiz.jpg
5-26 Linear Regression and Complexity Control.flv
5-27 Explination.flv
5-27 Minimizing Complicated Loss Functions Question.flv
5-27 Quiz.jpg
5-28 Explination.flv
5-28 Question.flv
5-28 Quiz.jpg
5-29 Question.flv
5-29 Quiz.jpg
5-3 Stanley DARPA Grand Challenge.flv
5-30 Answer.flv
5-31 Gradient Descent Implementation.flv
5-32 Explination.flv
5-32 Perceptron Question.flv
5-32 Quiz.jpg
5-33 k Nearest Neighbors Question.flv
5-33 Quiz.jpg
5-34 Explination.flv
5-34 kNN Definition Question.flv
5-34 Quiz.jpg
5-35 k as Smoothing Parameter.flv
5-36 Problems with kNN.flv
5-37 Congratulations.flv
5-4 Taxonomy.flv
5-5 Quiz.jpg
5-5 Supervised Learning Question.flv
5-6 Occam's Razor.flv
5-7 Explination.flv
5-7 Quiz.jpg
5-7 SPAM Detection Question.flv
5-8 Explination.flv
5-8 Question.flv
5-8 Quiz.jpg
5-9 Explination.flv
5-9 Maximum Likelihood_1 Question.flv
5-9 Quiz.jpg
Appends.txt.txt
Unit 6 Unsupervised Learning
6-1 Explination.flv
6-1 Quiz.jpg
6-1 Unsupervised Learning Question.flv
6-10 Gaussian Learning.flv
6-11 Explination.flv
6-11 Maximum Likelihood Question.flv
6-11 Quiz.jpg
6-12 Explination.flv
6-12 Question.flv
6-12 Quiz.jpg
6-13 Explination.flv
6-13 Question.flv
6-13 Quiz.jpg
6-14 Gaussian Summary.flv
6-15 EM as Generalization of k-Means.flv
6-16 EM Algorithm Question.flv
6-16 Explination.flv
6-16 Quiz.jpg
6-17 Explination.flv
6-17 Question.flv
6-17 Quiz.jpg
6-18 Explination.flv
6-18 Question.flv
6-18 Quiz.jpg
6-19 Choosing k.flv
6-2 Explination.flv
6-2 Question.flv
6-2 Quiz.jpg
6-20 Clustering Summary.flv
6-21 Dimensionality Reduction Question.flv
6-21 Explination.flv
6-21Quiz.jpg
6-22 Explination.flv
6-22 Question.flv
6-22 Quiz.jpg
6-23 Linear Dimensionality Reduction.flv
6-24 Face Examples.flv
6-25 Scan Example.flv
6-26 Piece-Wise Linear Projection.flv
6-27 Explination.flv
6-27 Quiz.jpg
6-27 Spectral Clustering Question.flv
6-28 Explination.flv
6-28 Quiz.jpg
6-28 Spectral Clustering Algorithm Question.flv
6-29 Explination.flv
6-29 Question.flv
6-29 Quiz.jpg
6-3 Terminology.flv
6-30 Supervised vs Unsupervised Learning.flv
6-4 Google Street View and Clustering.flv
6-5 k-Means Clustering Example.flv
6-6 Explination.flv
6-6 k-Means Algorithm Question.flv
6-6 Quiz.jpg
6-7 Explination.flv
6-7 Question.flv
6-7 Quiz.jpg
6-8 Explination.flv
6-8 Question.flv
6-8 Quiz.jpg
6-9 Expectation Maximization.flv
Appends.txt
Unit 7 Representation with Logic
7-1 Introduction.flv
7-10 Syntax.flv
7-11 Vacuum World.flv
7-12 Explination.flv
7-12 Quiz.jpg
7-13 Explination.flv
7-13 Question.flv
7-13 Quiz.jpg
7-2 Propositional Logic.flv
7-3 Explination.flv
7-3 Quiz.jpg
7-3 Truth Tables Question.flv
7-4 Explination.flv
7-4 Question.flv
7-4 Quiz.jpg
7-5 Explination.flv
7-5 Question.flv
7-5 Quiz.jpg
7-6 Explination.flv
7-6 Quiz.jpg
7-6 Terminology Question.flv
7-7 Propositional Logic Limitations.flv
7-8 First Order Logic.flv
7-9 Models.flv
Appends.txt
Unit 8 Planning
8-1 Introduction.flv
8-10 Explination.flv
8-10 Finding a Successful Plan Question.flv
8-10 Quiz.jpg
8-11 Problem Solving via Mathematical Notation.flv
8-12 Tracking the Predict Update Cycle.flv
8-13 Classical Planning 1.flv
8-14 Classical Planning 2.flv
8-15 Progression Search.flv
8-16 Regression Search.flv
8-17 Regression vs Progression.flv
8-18 Plan Space Search.flv
8-19 Sliding Puzzle Example.flv
8-2 Problem Solving vs Planning.flv
8-20 Situation Calculus 1.flv
8-21 Situation Calculus 2.flv
8-22 Situation Calculus 3.flv
8-3 Planning vs Execution.flv
8-4 Vacuum Cleaner Example.flv
8-5 Explination.flv
8-5 Quiz.jpg
8-5 Sensorless Vacuum Cleaner Problem Question.flv
8-6 Partially Observable Vacuum Cleaner Example.flv
8-7 Explination.flv
8-7 Quiz.jpg
8-7 Stocastic Environment Problem Question.flv
8-8 Infinite Sequences.flv
8-9 Finding a Successful Plan.flv
Appends.txt
Unit 9 Planning Under Uncertainty
9-1 Introduction.flv
9-10 Policy Question 3.flv
9-10 Quiz.jpg
9-11 Explination.flv
9-11 Policy Answer 3 Question 4.flv
9-11 Quiz.jpg
9-12 MDP and Costs.flv
9-13 Value Iteration 1.flv
9-14 Value Iteration 2.flv
9-15 Value Iteration 3.flv
9-16 Deterministic Question 1.flv
9-16 Explination.flv
9-16 Quiz.jpg
9-17 Deterministic Question 2.flv
9-17 Explination.flv
9-17 Quiz.jpg
9-18 Deterministic Question 3.flv
9-18 Explination.flv
9-18 Quiz.jpg
9-19 Explination.flv
9-19 Quiz.jpg
9-19 Stochastic Question 1.flv
9-2 Planning Under Uncertainty MDP.flv
9-20 Explination.flv
9-20 Quiz.jpg
9-20 Stochastic Question 2.flv
9-21 Value Iteration and Policy 1.flv
9-22 Value Iteration and Policy 2.flv
9-23 MDP Conclusion.flv
9-24 Partial Observability Introduction.flv
9-25 POMDP vs MDP.flv
9-26 POMDP.flv
9-27 Planning Under Uncertainty Conclusion.flv
9-3 Robot Tour Guide Examples.flv
9-4 MDP Grid World.flv
9-5 Problems with Conventional Planning 1.flv
9-6 Branching Factor Question.flv
9-6 Explination.flv
9-6 Quiz.jpg
9-7 Problems with Conventional Planning 2.flv
9-8 Explination.flv
9-8 Policy Question 1.flv
9-8 Quiz.jpg
9-9 Explination.flv
9-9 Policy Question 2.flv
9-9 Quiz.jpg
Appends.txt
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