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Ai-Class com

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502.91 KB

Finals

Appends.txt	TXT	704 B
Finals Question 1 - Explination.flv	FLV	3.68 MB
Finals Question 1 - Search.flv	FLV	4.31 MB
Finals Question 1.jpg	JPG	28.09 KB
Finals Question 10 - Explination.flv	FLV	1.09 MB
Finals Question 10 - Stereo Vision.flv	FLV	1.21 MB
Finals Question 10.jpg	JPG	22.92 KB
Finals Question 11 - Explination.flv	FLV	1.89 MB
Finals Question 11 - Towards Structure From Motion.flv	FLV	3.58 MB
Finals Question 11.jpg	JPG	26.86 KB
Finals Question 12 - Explination.flv	FLV	3.6 MB
Finals Question 12 - Self-Driving Cars.flv	FLV	4.14 MB
Finals Question 12.jpg	JPG	27.69 KB
Finals Question 2 - Bayes Networks.flv	FLV	3.82 MB
Finals Question 2 - Explination.flv	FLV	3.37 MB
Finals Question 2.jpg	JPG	25.34 KB
Finals Question 3 - Explination.flv	FLV	3.06 MB
Finals Question 3 - Machine Learning.flv	FLV	2.75 MB
Finals Question 3.jpg	JPG	30.43 KB
Finals Question 4 - Explination.flv	FLV	6.64 MB
Finals Question 4 - Planning.flv	FLV	11.06 MB
Finals Question 4.jpg	JPG	29.76 KB
Finals Question 5 - Explination.flv	FLV	5.09 MB
Finals Question 5 - Logic.flv	FLV	4.64 MB
Finals Question 5.jpg	JPG	25.78 KB
Finals Question 6 - Explination.flv	FLV	4.33 MB
Finals Question 6 - Particle Filters.flv	FLV	4.54 MB
Finals Question 6.jpg	JPG	23.12 KB
Finals Question 7 - Explination.flv	FLV	1.38 MB
Finals Question 7 - Particle Filters and Basic Probability.flv	FLV	1.95 MB
Finals Question 7.jpg	JPG	25.42 KB
Finals Question 8 - Alpha-Beta Pruning.flv	FLV	1.78 MB
Finals Question 8 - Explination.flv	FLV	2.83 MB
Finals Question 8.jpg	JPG	22.86 KB
Finals Question 9 - Explination.flv	FLV	3.84 MB
Finals Question 9 - Perspective Projection.flv	FLV	3.1 MB
Finals Question 9.jpg	JPG	27.27 KB
printable_final.pdf	PDF	257.99 KB

Homework 1

Appends.txt	TXT	1.02 KB
HW 1-1 Explination.flv	FLV	1.19 MB
HW 1-1 Peg Solitaire.flv	FLV	3.1 MB
HW 1-1 Quiz.jpg	JPG	16.66 KB
HW 1-2 Explination.flv	FLV	2.01 MB
HW 1-2 Loaded Coin.flv	FLV	2.83 MB
HW 1-2 Quiz.jpg	JPG	14.94 KB
HW 1-3 Explination.flv	FLV	1.03 MB
HW 1-3 Maze.flv	FLV	1.71 MB
HW 1-3 Quiz.jpg	JPG	18.17 KB
HW 1-4 Explination.flv	FLV	1.99 MB
HW 1-4 Quiz.jpg	JPG	18.6 KB
HW 1-4 Search Tree.flv	FLV	2.24 MB
HW 1-5 Explination.flv	FLV	2.48 MB
HW 1-5 Quiz.jpg	JPG	21.42 KB
HW 1-5 Search Tree 2.flv	FLV	1.7 MB
HW 1-6 Explination.flv	FLV	2.56 MB
HW 1-6 Quiz.jpg	JPG	21.49 KB
HW 1-6 Search Network.flv	FLV	3.09 MB
HW 1-7 Astar Search.flv	FLV	3.94 MB
HW 1-7 Explination.flv	FLV	5.35 MB
HW 1-7 Quiz.jpg	JPG	22.25 KB

Homework 2

Appends.txt	TXT	196 B
HW 2-1 Bayes Rule.flv	FLV	933.57 KB
HW 2-1 Explination.flv	FLV	2.17 MB
HW 2-1 Quiz.jpg	JPG	13.92 KB
HW 2-2 Explination.flv	FLV	11.71 MB
HW 2-2 Quiz.jpg	JPG	17.02 KB
HW 2-2 Simple Bayes Net.flv	FLV	2.26 MB
HW 2-3 Explination.flv	FLV	5.78 MB
HW 2-3 Quiz.jpg	JPG	17.56 KB
HW 2-3 Simple Bayes Net 2.flv	FLV	561.21 KB
HW 2-4 Conditional Independence.flv	FLV	1.52 MB
HW 2-4 Explination.flv	FLV	2.4 MB
HW 2-4 Quiz.jpg	JPG	14.6 KB
HW 2-5 Conditional Independence 2.flv	FLV	1.45 MB
HW 2-5 Explination.flv	FLV	2.81 MB
HW 2-5 Quiz.jpg	JPG	13.81 KB
HW 2-6 Explination.flv	FLV	2.11 MB
HW 2-6 Parameter Count.flv	FLV	917.79 KB
HW 2-6 Quiz.jpg	JPG	11.65 KB

Homework 3

Appends.txt	TXT	262 B
HW 3-1 Explination.flv	FLV	6.65 MB
HW 3-1 Naive Bayes.flv	FLV	3.66 MB
HW 3-1 Quiz.jpg	JPG	30.86 KB
HW 3-2 Explination.flv	FLV	3.28 MB
HW 3-2 Naive Bayes 2.flv	FLV	595.26 KB
HW 3-2 Quiz.jpg	JPG	21.65 KB
HW 3-3 Explination.flv	FLV	2.34 MB
HW 3-3 Maximum Likelihood.flv	FLV	1.02 MB
HW 3-3 Quiz.jpg	JPG	27.17 KB
HW 3-4 Explination.flv	FLV	2.08 MB
HW 3-4 Linear Regression.flv	FLV	928.53 KB
HW 3-4 Quiz.jpg	JPG	17.64 KB
HW 3-5 Explination.flv	FLV	5.15 MB
HW 3-5 Linear Regression 2.flv	FLV	865.7 KB
HW 3-5 Quiz.jpg	JPG	14.45 KB
HW 3-6 Explination.flv	FLV	2.55 MB
HW 3-6 K Nearest Neighbors.flv	FLV	1.57 MB
HW 3-6 Quiz.jpg	JPG	14.3 KB
HW 3-7 Explination.flv	FLV	3.88 MB
HW 3-7 K Nearest Neighbors 2.flv	FLV	1.61 MB
HW 3-7 Quiz.jpg	JPG	17.84 KB
HW 3-8 Explination.flv	FLV	1.2 MB
HW 3-8 Perceptron.flv	FLV	1.41 MB
HW 3-8 Quiz.jpg	JPG	18.25 KB

Homework 4

Appends.txt	TXT	4.56 KB
HW 4-1 Explination.flv	FLV	3.3 MB
HW 4-1 Logic.flv	FLV	5.67 MB
HW 4-1 Quiz.jpg	JPG	19.99 KB
HW 4-2 Explination.flv	FLV	5.23 MB
HW 4-2 More Logic.flv	FLV	10.23 MB
HW 4-2 Quiz.jpg	JPG	21.61 KB
HW 4-3 Explination.flv	FLV	1.94 MB
HW 4-3 Quiz.jpg	JPG	25.38 KB
HW 4-3 Vacuum World.flv	FLV	3.64 MB
HW 4-4 Explination.flv	FLV	2.06 MB
HW 4-4 More Vacuum World.flv	FLV	5.14 MB
HW 4-4 Quiz.jpg	JPG	19.33 KB
HW 4-5 Explination.flv	FLV	831.67 KB
HW 4-5 More Vacuum World.flv	FLV	1016.88 KB
HW 4-5 Quiz.jpg	JPG	20.57 KB
HW 4-6 Explination.flv	FLV	550.24 KB
HW 4-6 More Vacuum World.flv	FLV	1.02 MB
HW 4-6 Quiz.jpg	JPG	21.08 KB
HW 4-7 Explination.flv	FLV	851.68 KB
HW 4-7 More Vacuum World.flv	FLV	1.03 MB
HW 4-7 Quiz.jpg	JPG	21.93 KB
HW 4-8 Explination.flv	FLV	2.75 MB
HW 4-8 Monkey and Bananas.flv	FLV	3.66 MB
HW 4-8 Quiz.jpg	JPG	41.16 KB
HW 4-9 Explination.flv	FLV	3 MB
HW 4-9 Quiz.jpg	JPG	23.55 KB
HW 4-9 Situation Calculus.flv	FLV	14.34 MB

Homework 5

Appends.txt	TXT	991 B
HW 5-1 Explination.flv	FLV	2.78 MB
HW 5-1 Q Learning.flv	FLV	4.52 MB
HW 5-1 Quiz.jpg	JPG	36.5 KB
HW 5-2 Explination.flv	FLV	4.95 MB
HW 5-2 Function Generalization.flv	FLV	4.67 MB
HW 5-2 Quiz.jpg	JPG	32.27 KB
HW 5-3 Explination.flv	FLV	3.03 MB
HW 5-3 Passive RL Agent.flv	FLV	3.25 MB
HW 5-3 Quiz.jpg	JPG	26.71 KB

Homework 6

Appends.txt	TXT	103 B
HW 6-1 Explination.flv	FLV	3.25 MB
HW 6-1 Max Likelihood Question.flv	FLV	3.4 MB
HW 6-1 Quiz.jpg	JPG	22.01 KB
HW 6-10 Explination.flv	FLV	3.5 MB
HW 6-10 Game Tree Question.flv	FLV	3.25 MB
HW 6-10 Quiz.jpg	JPG	20.27 KB
HW 6-11 Explination.flv	FLV	1.83 MB
HW 6-11 Quiz.jpg	JPG	18.01 KB
HW 6-11 Strategy Question.flv	FLV	915.33 KB
HW 6-2 Explination.flv	FLV	2 MB
HW 6-2 Quiz.jpg	JPG	10.58 KB
HW 6-2 Stationary Distribution Question.flv	FLV	1.51 MB
HW 6-3 Explination.flv	FLV	6.15 MB
HW 6-3 HMM Question.flv	FLV	3.75 MB
HW 6-3 Quiz.jpg	JPG	16.72 KB
HW 6-4 Explination.flv	FLV	1.54 MB
HW 6-4 Particle Filter Question 1.flv	FLV	2.55 MB
HW 6-4 Quiz.jpg	JPG	14.53 KB
HW 6-5 Explination.flv	FLV	1.73 MB
HW 6-5 Particle Filter Question 2.flv	FLV	2.78 MB
HW 6-5 Quiz.jpg	JPG	11.09 KB
HW 6-6 Explination.flv	FLV	3.07 MB
HW 6-6 Particle Filter Question 3.flv	FLV	1.93 MB
HW 6-6 Quiz.jpg	JPG	18.83 KB
HW 6-7 Explination.flv	FLV	1.99 MB
HW 6-7 Particle Filter Question 4.flv	FLV	1.13 MB
HW 6-7 Quiz.jpg	JPG	17.76 KB
HW 6-8 Explination.flv	FLV	1.08 MB
HW 6-8 Max Min Question.flv	FLV	1.39 MB
HW 6-8 Quiz.jpg	JPG	13.1 KB
HW 6-9 Explination.flv	FLV	534.55 KB
HW 6-9 Quiz.jpg	JPG	14.3 KB
HW 6-9 Scheduling Question.flv	FLV	977 KB

Homework 7

Appends.txt	TXT	543 B
HW 7-1 Explination.flv	FLV	3.13 MB
HW 7-1 Perspective Projection.flv	FLV	5.18 MB
HW 7-1 Quiz.jpg	JPG	15.12 KB
HW 7-2 Explination.flv	FLV	3.33 MB
HW 7-2 Linear or Not.flv	FLV	4.86 MB
HW 7-2 Quiz.jpg	JPG	15.11 KB
HW 7-3 Explination.flv	FLV	3 MB
HW 7-3 Quiz.jpg	JPG	13.67 KB
HW 7-4 Explination.flv	FLV	3.98 MB
HW 7-4 Quiz.jpg	JPG	14.38 KB
HW 7-4 Stereo.flv	FLV	5.55 MB
HW 7-5 Correspondence in Stereo.flv	FLV	3.32 MB
HW 7-5 Explination.flv	FLV	2.42 MB
HW 7-5 Quiz.jpg	JPG	13.93 KB
HW 7-6 Explination.flv	FLV	2.92 MB
HW 7-6 Quiz.jpg	JPG	15.37 KB
HW 7-6 Structure from Motion.flv	FLV	4.11 MB
append7-3.png	PNG	2.21 KB

Homework 8

Appends.txt	TXT	518 B
HW 8-1 Explination.flv	FLV	3.64 MB
HW 8-1 Quiz.jpg	JPG	21.04 KB
HW 8-1 State Space.flv	FLV	4.69 MB
HW 8-2 Dynamic Programming 1.flv	FLV	1.71 MB
HW 8-2 Explination.flv	FLV	1.12 MB
HW 8-2 Quiz.jpg	JPG	14.52 KB
HW 8-3 Dynamic Programming 2.flv	FLV	1.22 MB
HW 8-3 Explination.flv	FLV	2.19 MB
HW 8-3 Quiz.jpg	JPG	16.77 KB
HW 8-4 Explination.flv	FLV	2.04 MB
HW 8-4 Particle 1.flv	FLV	3.76 MB
HW 8-4 Quiz.jpg	JPG	16.07 KB
HW 8-5 Explination.flv	FLV	4.33 MB
HW 8-5 Particle 2.flv	FLV	2.22 MB
HW 8-5 Quiz.jpg	JPG	16.55 KB
HW 8-6 Explination.flv	FLV	532.54 KB
HW 8-6 Quiz.jpg	JPG	9.89 KB
HW 8-6 Stanley.flv	FLV	609.93 KB
HW 8-7 Explination.flv	FLV	3.07 MB
HW 8-7 Motion Model.flv	FLV	2.71 MB
HW 8-7 Quiz.jpg	JPG	12.07 KB

Midterm

Appends.txt	TXT	572 B
Midterm Q1 Explination.flv	FLV	4.46 MB
Midterm Question 1 - Agents and Environments.flv	FLV	3.19 MB
Midterm Question 1.jpg	JPG	32.67 KB
Midterm Question 10 - Linear Regression.flv	FLV	1.29 MB
Midterm Question 10 Explination.flv	FLV	2.14 MB
Midterm Question 10.jpg	JPG	19.98 KB
Midterm Question 11 - K-Means Clustering.flv	FLV	1.34 MB
Midterm Question 11 Explination.flv	FLV	2.02 MB
Midterm Question 11.jpg	JPG	22.61 KB
Midterm Question 12 - Logic.flv	FLV	2.86 MB
Midterm Question 12 Explination.flv	FLV	8.42 MB
Midterm Question 12.jpg	JPG	20.74 KB
Midterm Question 13 - Planning.flv	FLV	5.49 MB
Midterm Question 13 Explination.flv	FLV	4.84 MB
Midterm Question 13.jpg	JPG	38.96 KB
Midterm Question 14 - Markov Decision Process (MDP).flv	FLV	1.41 MB
Midterm Question 14 Explination.flv	FLV	729.34 KB
Midterm Question 14.jpg	JPG	25.81 KB
Midterm Question 15 - Markov Chains.flv	FLV	3.85 MB
Midterm Question 15 Explination.flv	FLV	3.2 MB
Midterm Question 15.jpg	JPG	27.67 KB
Midterm Question 2 - A star Search.flv	FLV	1.85 MB
Midterm Question 2 Explination.flv	FLV	2.13 MB
Midterm Question 2.jpg	JPG	22.91 KB
Midterm Question 3 - Probability I.flv	FLV	415.49 KB
Midterm Question 3 Explination.flv	FLV	251.73 KB
Midterm Question 3.jpg	JPG	18.27 KB
Midterm Question 4 - Probability II.flv	FLV	1.18 MB
Midterm Question 4 Explination.flv	FLV	1.5 MB
Midterm Question 4.jpg	JPG	25.4 KB
Midterm Question 5 - Probability III.flv	FLV	1.99 MB
Midterm Question 5 Explination.flv	FLV	4.13 MB
Midterm Question 5.jpg	JPG	29.57 KB
Midterm Question 6 - Bayes Network I.flv	FLV	1.63 MB
Midterm Question 6 Explination.flv	FLV	2.53 MB
Midterm Question 6.jpg	JPG	18.41 KB
Midterm Question 7 - Bayes Network II.flv	FLV	1.53 MB
Midterm Question 7 Explination.flv	FLV	3.69 MB
Midterm Question 7.jpg	JPG	18.63 KB
Midterm Question 8 - Naive Bayes with Laplacian Smoothing.flv	FLV	3.59 MB
Midterm Question 8 Explination.flv	FLV	5.76 MB
Midterm Question 8.jpg	JPG	29.31 KB
Midterm Question 9 - K Nearest Neighbor.flv	FLV	1.32 MB
Midterm Question 9 Explination.flv	FLV	702.65 KB
Midterm Question 9.jpg	JPG	22.42 KB

Office Hours

Office Hours 06.flv	FLV	67.26 MB
Office Hours 07 1.flv	FLV	77.03 MB
Office Hours 07 2.flv	FLV	65.51 MB
Office Hours 8 01.flv	FLV	36.23 MB
Office Hours 8 02.mp4.flv	FLV	41.01 MB
Office Hours 9 01.mp4.flv	FLV	48.26 MB
Office Hours 9 02.mp4.flv	FLV	51.05 MB
Office Hours 9 03.flv	FLV	53.17 MB
Office Hours for Week 5.mp4	MP4	177.11 MB
Reinventing Education with Khan Academy and AI Class.flv	FLV	154.01 MB
office hours part 1.flv	FLV	60.98 MB
office hours part 2.flv	FLV	39.18 MB

Optional NLP Programming

Optional Problem.flv	FLV	11.38 MB
Optional Programming Project Answer 01.mp4.flv	FLV	12.15 MB
Optional Programming Project Answer 02.mp4.flv	FLV	6.48 MB
Optional Quiz.jpg	JPG	35.08 KB
Problem Text.txt	TXT	703 B

Transcripts

Course Introduction

unit1_0_Introduction.rtf

RTF

2.26 KB

Homework 1

homework1_1_Peg_Solitaire_ANSWER_Transcript.rtf	RTF	1.36 KB
homework1_1_Peg_Solitaire_Transcript.rtf	RTF	2.27 KB
homework1_2_Loaded_Coin_ANSWER_Transcript.rtf	RTF	1.37 KB
homework1_2_Loaded_Coin_Transcript.rtf	RTF	2.29 KB
homework1_3_Path_Through_Maze_ANSWER_Transcript.rtf	RTF	1.31 KB
homework1_3_Path_Through_Maze_Transcript.rtf	RTF	2.16 KB
homework1_4_Search_Tree_ANSWER_Transcript.rtf	RTF	1.23 KB
homework1_4_Search_Tree_Transcript.rtf	RTF	2.88 KB
homework1_5_Another_Search_Tree_ANSWER_Transcript.rtf	RTF	1.46 KB
homework1_5_Another_Search_Tree_Transcript.rtf	RTF	2.73 KB
homework1_6_Search_Network_ANSWER_transcript.rtf	RTF	1.51 KB
homework1_6_Search_Network_transcript.rtf	RTF	2.81 KB
homework1_7_A-Star_Search_ANSWER_transcript.rtf	RTF	2.09 KB
homework1_7_A-Star_Search_transcript.rtf	RTF	2.73 KB
homework1_Congratulations!_transcript.rtf	RTF	845 B
homework1_Introduction_transcript.rtf	RTF	773 B

README.txt

TXT

326 B

Unit 1

unit1_10_AI_and_Uncertainty.rtf	RTF	34.19 KB
unit1_11_Examples_of_AI_in_Practice_1.rtf	RTF	39.74 KB
unit1_12_Chinese_Translation_Answer_1.rtf	RTF	35.15 KB
unit1_13_Chinese_Translation_2_Answer_1.rtf	RTF	34.77 KB
unit1_14_Chinese_Translation_3_Answer_1.rtf	RTF	33.66 KB
unit1_15_Congratulations.rtf	RTF	33.79 KB
unit1_1_Introduction.rtf	RTF	31.66 KB
unit1_2_Intelligent_Agents.rtf	RTF	3.02 KB
unit1_3_Applications_of_AI.rtf	RTF	44.27 KB
unit1_4_Terminology.rtf	RTF	44.5 KB
unit1_5_Checkers_Answer.rtf	RTF	33.51 KB
unit1_6_Poker.rtf	RTF	34.01 KB
unit1_7_Poker_Answer.rtf	RTF	33.17 KB
unit1_8_Robotic_Car.rtf	RTF	34.38 KB
unit1_9_Robotic_Car_Answer.rtf	RTF	33.27 KB

Unit 2

unit2_10_Graph_Search_Answer.rtf	RTF	33.21 KB
unit2_11_Graph_Search_Termination.rtf	RTF	34.54 KB
unit2_12_Uniform_Cost_Search.rtf	RTF	34.69 KB
unit2_13_Uniform_Cost_Search.rtf	RTF	34.69 KB
unit2_14_Uniform_Cost_Search.rtf	RTF	35.64 KB
unit2_15_Uniform_Cost_Search.rtf	RTF	33.92 KB
unit2_16_Uniform_Cost_Termination.rtf	RTF	35.25 KB
unit2_17_Uniform_Cost_Termination_Answer.rtf	RTF	35.01 KB
unit2_18_Depth_First_Search.rtf	RTF	36.39 KB
unit2_19_Search_Optimality_Answer.rtf	RTF	34.77 KB
unit2_1_Introduction.rtf	RTF	36.67 KB
unit2_20_Storage_Requirements,_Completeness.rtf	RTF	37.22 KB
unit2_21_Completeness_Answer.rtf	RTF	32.77 KB
unit2_22_More_on_Uniform_Cost_Search.rtf	RTF	39.72 KB
unit2_23_A-Star_Search.rtf	RTF	40.1 KB
unit2_23_A-Star_Search_ANSWER.rtf	RTF	34.29 KB
unit2_24_A-Star_Second_Question.rtf	RTF	35.18 KB
unit2_24_A-Star_Second_Question_ANSWER.rtf	RTF	33.43 KB
unit2_25_A-Star_Third_Question.rtf	RTF	35.48 KB
unit2_25_A-Star_Third_Question_ANSWER.rtf	RTF	33.66 KB
unit2_26-A_Star_Fourth_Question.rtf	RTF	34.76 KB
unit2_26_A-Star_Fourth_Question_ANSWER.rtf	RTF	34.89 KB
unit2_27-A_Star_Fifth_Queston_Answer_Mandatory.rtf	RTF	33.51 KB
unit2_27_A-Star_Fifth_Question.rtf	RTF	35.83 KB
unit2_28_Optimistic_Heuristics.rtf	RTF	34.44 KB
unit2_29_State_Spaces.rtf	RTF	35.21 KB
unit2_29_State_Spaces_ANSWER.rtf	RTF	33.27 KB
unit2_2_Route_Finding_Question.rtf	RTF	42.68 KB
unit2_30_State_Space_Diagram_and_More_Complexity.rtf	RTF	36.66 KB
unit2_30_State_Space_Diagram_and_More_Complexity_ANSWER.rtf	RTF	33.65 KB
unit2_31_Sliding_Blocks_Puzzle.rtf	RTF	36.26 KB
unit2_31_Sliding_Blocks_Puzzle_ANSWER.rtf	RTF	33.12 KB
unit2_32_Where_is_the_Intelligence.rtf	RTF	35.92 KB
unit2_33_What_Cant_Search_Do.rtf	RTF	34.83 KB
unit2_34_Note_on_Implementation.rtf	RTF	35.13 KB
unit2_3_Route_Finding.rtf	RTF	37.04 KB
unit2_4_Tree_Search.rtf	RTF	42.28 KB
unit2_5_Graph_Search.rtf	RTF	36.59 KB
unit2_6_Graph_Search_Answer.rtf	RTF	39.66 KB
unit2_7_Graph_Search_Answer.rtf	RTF	34.79 KB
unit2_8_Graph_Search_Answer.rtf	RTF	33.17 KB
unit2_9_More_Graph_Search.rtf	RTF	35.32 KB

Unit 3

Unit_3_01_Introduction.rtf	RTF	7.41 KB
Unit_3_02_Probabilities.rtf	RTF	37.69 KB
Unit_3_02a_Answer.rtf	RTF	1.04 KB
Unit_3_02b_Question.rtf	RTF	35.17 KB
Unit_3_02c_Answer.rtf	RTF	924 B
Unit_3_02d_Question.rtf	RTF	1.01 KB
Unit_3_02e_Answer.rtf	RTF	679 B
Unit_3_02f_Question.rtf	RTF	1.56 KB
Unit_3_02g_Answer.rtf	RTF	1022 B
Unit_3_02h_Question.rtf	RTF	912 B
Unit_3_02i_Answer.rtf	RTF	1023 B
Unit_3_02j_Summary.rtf	RTF	2.04 KB
Unit_3_03_Dependence.rtf	RTF	2.68 KB
Unit_3_03a_Answer.rtf	RTF	1.64 KB
Unit_3_04_What_We_Learned.rtf	RTF	1.81 KB
Unit_3_05_Weather_Quiz.rtf	RTF	1.47 KB
Unit_3_05a_Answer.rtf	RTF	849 B
Unit_3_05b_Question.rtf	RTF	1003 B
Unit_3_05c_Answer.rtf	RTF	760 B
Unit_3_05d_Question.rtf	RTF	1.12 KB
Unit_3_05e_Answer.rtf	RTF	2.27 KB
Unit_3_06_Cancer_Quiz.rtf	RTF	1.05 KB
Unit_3_06a_Answer_and_Cancer_Test.rtf	RTF	1.54 KB
Unit_3_06b_Answer.rtf	RTF	1.8 KB
Unit_3_06c_Answer.rtf	RTF	1.34 KB
Unit_3_06d_Question.rtf	RTF	946 B
Unit_3_06e_Answer.rtf	RTF	2.11 KB
Unit_3_07_Bayes_Rule.rtf	RTF	3.72 KB
Unit_3_07a_Bayes_Rule_Graphically.rtf	RTF	3.41 KB
Unit_3_07b_Answer.rtf	RTF	1.02 KB
Unit_3_08_More_Complex_Bayes_Networks.rtf	RTF	3.21 KB
Unit_3_08a_Two_Test_Cancer_Example.rtf	RTF	2.86 KB
Unit_3_08b_Answer.rtf	RTF	2.45 KB
Unit_3_08c_Question.rtf	RTF	1.05 KB
Unit_3_08d_Answer.rtf	RTF	1.97 KB
Unit_3_09_Conditional_Independence.rtf	RTF	3.76 KB
Unit_3_09a_Answer.rtf	RTF	1.39 KB
Unit_3_09b_Question.rtf	RTF	2.28 KB
Unit_3_09c_Answer.rtf	RTF	40.07 KB
Unit_3_09d_Absolute_vs_Conditional_Independence.rtf	RTF	2.45 KB
Unit_3_09e_Answer.rtf	RTF	1.55 KB
Unit_3_10_Different_Type_of_Bayes_Network.rtf	RTF	3.42 KB
Unit_3_10a_Answer.rtf	RTF	1.54 KB
Unit_3_11_Explaining_Away.rtf	RTF	2.74 KB
Unit_3_11a_Answer.rtf	RTF	2.12 KB
Unit_3_11b_Question.rtf	RTF	1.79 KB
Unit_3_11c_Answer.rtf	RTF	3.22 KB
Unit_3_11d_Question.rtf	RTF	2.57 KB
Unit_3_11e_Answer.rtf	RTF	2.05 KB
Unit_3_11f_Conclusion.rtf	RTF	37.82 KB
Unit_3_12_General_Bayes_Networks.rtf	RTF	4.75 KB
Unit_3_12a_Answer.rtf	RTF	1.17 KB
Unit_3_12b_Question.rtf	RTF	36.72 KB
Unit_3_12c_Answer.rtf	RTF	1.31 KB
Unit_3_12d_Question.rtf	RTF	43.8 KB
Unit_3_12e_Answer.rtf	RTF	1.51 KB
Unit_3_12f_Value_of_the_Network.rtf	RTF	1.05 KB
Unit_3_13_D-Separation.rtf	RTF	2.6 KB
Unit_3_13a_Answer.rtf	RTF	1.7 KB
Unit_3_13b_D-Separation_Example.rtf	RTF	2.24 KB
Unit_3_13c_Answer.rtf	RTF	2.05 KB
Unit_3_13d_D-Separation_General_Definition.rtf	RTF	6.41 KB
Unit_3_13e_Answer.rtf	RTF	1.88 KB
Unit_3_14_Congratulations.rtf	RTF	1.72 KB

Unit 1 Welcome to AI

1-1 Introduction.flv	FLV	4.62 MB
1-10 Chinese Translation 1 Question.flv	FLV	4.09 MB
1-10 Quiz.jpg	JPG	46.01 KB
1-11 Chinese Translation 2 Question.flv	FLV	2.48 MB
1-12 Chinese Translation 3.flv	FLV	4.91 MB
1-13 Summary.flv	FLV	2.95 MB
1-2 Course Overview Question.flv	FLV	6.34 MB
1-2 Quiz.jpg	JPG	12.74 KB
1-3 Intelligent Agents Question.flv	FLV	4.85 MB
1-3 Quiz.jpg	JPG	15.04 KB
1-4 Applications of AI.flv	FLV	20.14 MB
1-5 Explination.flv	FLV	2.8 MB
1-5 Quiz.jpg	JPG	13.51 KB
1-5 Terminology Question.flv	FLV	16.45 MB
1-6 Explination.flv	FLV	1.64 MB
1-6 Poker Question Question.flv	FLV	648.72 KB
1-6 Quiz.jpg	JPG	16.3 KB
1-7 Explination.flv	FLV	1.78 MB
1-7 Quiz.jpg	JPG	16.55 KB
1-7 Robot Car Question Question.flv	FLV	1.18 MB
1-8 AI and Uncertainty.flv	FLV	4.61 MB
1-9 Machine Translation Question.flv	FLV	14.05 MB
1-9 Quiz.jpg	JPG	45.33 KB

Unit 10 Reinforcement Learning

10-1 Introduction.flv	FLV	1.91 MB
10-10 Passive Agent Results.flv	FLV	3.28 MB
10-11 Explination.flv	FLV	3.24 MB
10-11 Quiz.jpg	JPG	19.6 KB
10-11 Weaknesses Question.flv	FLV	3.79 MB
10-12 Active Reinforcement Learning.flv	FLV	2.92 MB
10-13 Greedy Agent Results.flv	FLV	4.45 MB
10-14 Balancing Policy.flv	FLV	5.37 MB
10-15 Errors in Utility Question.flv	FLV	5.14 MB
10-15 Explination.flv	FLV	3.45 MB
10-15 Quiz.jpg	JPG	18.77 KB
10-16 Exploration Agents.flv	FLV	3.76 MB
10-17 Exploration Agent Results.flv	FLV	2.73 MB
10-18 Q Learning 1.flv	FLV	4.41 MB
10-19 Q Learning 2.flv	FLV	4.68 MB
10-2 Successes.flv	FLV	8.56 MB
10-20 Pacman 1.flv	FLV	5.51 MB
10-21 Pacman 2.flv	FLV	7.7 MB
10-22 Conclusion.flv	FLV	2.35 MB
10-3 Forms of Learning.flv	FLV	4.84 MB
10-4 Explination.flv	FLV	3.98 MB
10-4 Forms of Learning Question.flv	FLV	6.4 MB
10-4 Quiz.jpg	JPG	14.58 KB
10-5 MDP Review.flv	FLV	5.54 MB
10-6 Solving A MDP.flv	FLV	5.37 MB
10-7 Agents of Reinforcement Learning.flv	FLV	7.22 MB
10-8 Passive vs Active.flv	FLV	5.27 MB
10-9 Passive Temporal Difference Learning.flv	FLV	19.29 MB
Appends.txt	TXT	354 B

Unit 11 HMMs and Filters

11-1 Introduction.flv	FLV	3.95 MB
11-10 Explination.flv	FLV	2.23 MB
11-10 Quiz.jpg	JPG	16.05 KB
11-10 Transition Probabilities Question.flv	FLV	1.09 MB
11-11 Explination.flv	FLV	6.37 MB
11-11 Laplacian Smoothing Question.flv	FLV	4.83 MB
11-11 Quiz.jpg	JPG	15.31 KB
11-12 HMM Happy Grumpy Problem.flv	FLV	13.05 MB
11-13 Explination.flv	FLV	3.05 MB
11-13 Happy Grumpy Question.flv	FLV	2.42 MB
11-13 Quiz.jpg	JPG	14.25 KB
11-14 Wow You Understand.flv	FLV	1.64 MB
11-15 HMMs and Robot Localization.flv	FLV	9.43 MB
11-16 HMM Equations.flv	FLV	8.12 MB
11-17 HMM Localization Example.flv	FLV	8.55 MB
11-18 Particle Filters.flv	FLV	11.86 MB
11-19 Localization and Particle Filters.flv	FLV	13.77 MB
11-2 Hidden Markov Models.flv	FLV	2.84 MB
11-20 Particle Filter Algorithm.flv	FLV	9.21 MB
11-21 Particle Filters Pros and Cons.flv	FLV	5.1 MB
11-22 Conclusion.flv	FLV	2.61 MB
11-3 Bayes Network of HMMs.flv	FLV	5.45 MB
11-4 Localization Problem Examples.flv	FLV	13.03 MB
11-5 Explination.flv	FLV	7.77 MB
11-5 Markov Chain Question 1.flv	FLV	3.75 MB
11-5 Quiz.jpg	JPG	14.71 KB
11-6 Explination.flv	FLV	4.12 MB
11-6 Markov Chain Question 2.flv	FLV	1.49 MB
11-6 Quiz.jpg	JPG	10.28 KB
11-7 Stationary Distribution.flv	FLV	8.46 MB
11-8 Explination.flv	FLV	5.27 MB
11-8 Quiz.jpg	JPG	10.57 KB
11-8 Stationary Distribution Question.flv	FLV	835.05 KB
11-9 Finding Transition Probabilities.flv	FLV	6.05 MB

Unit 12 MDP Review

12-1 Deterministic Question.flv	FLV	4.32 MB
12-1 Explination.flv	FLV	723.26 KB
12-1 Quiz.jpg	JPG	18.39 KB
12-2 Explination.flv	FLV	1.23 MB
12-2 Quiz.jpg	JPG	17.33 KB
12-2 Single Backup Question.flv	FLV	1.74 MB
12-3 Convergence Question.flv	FLV	1.72 MB
12-3 Explination.flv	FLV	2.25 MB
12-3 Quiz.jpg	JPG	18.04 KB
12-4 Explination.flv	FLV	1.64 MB
12-4 Optimal Policy Question.flv	FLV	1.41 MB
12-4 Quiz.jpg	JPG	19.56 KB

Unit 13 Games

13-1 Introduction.flv	FLV	1.57 MB
13-10 Complexity Reduction Question.flv	FLV	1.69 MB
13-10 Explination.flv	FLV	253.5 KB
13-10 Quiz.jpg	JPG	15.8 KB
13-11 Explination.flv	FLV	1.52 MB
13-11 Quiz.jpg	JPG	14.8 KB
13-11 Review Question.flv	FLV	3.29 MB
13-12 Reduce B.flv	FLV	5.31 MB
13-13 Explination.flv	FLV	1.46 MB
13-13 Quiz.jpg	JPG	19.13 KB
13-13 Reduce B Question.flv	FLV	435.98 KB
13-14 Reduce M.flv	FLV	7.94 MB
13-15 Computing State Values.flv	FLV	5.39 MB
13-16 Complexity Reduction Benefits.flv	FLV	9.01 MB
13-17 Explination.flv	FLV	5.9 MB
13-17 Pacman Question.flv	FLV	3.12 MB
13-17 Quiz.jpg	JPG	12.27 KB
13-18 Chance.flv	FLV	4.86 MB
13-19 Chance Question.flv	FLV	2.55 MB
13-19 Explination.flv	FLV	3.63 MB
13-19 Quiz.jpg	JPG	19.31 KB
13-2 Explination.flv	FLV	1.93 MB
13-2 Quiz.jpg	JPG	26.22 KB
13-2 Technologies Question.flv	FLV	4.14 MB
13-20 Explination.flv	FLV	2.41 MB
13-20 Quiz.jpg	JPG	19.73 KB
13-20 Terminal State Question.flv	FLV	563.46 KB
13-21 Explination.flv	FLV	904.28 KB
13-21 Game Tree Question 1.flv	FLV	1.05 MB
13-21 Quiz.jpg	JPG	10.6 KB
13-22 Explination.flv	FLV	1.73 MB
13-22 Game Tree Question 2.flv	FLV	2.64 MB
13-22 Quiz.jpg	JPG	12.25 KB
13-23 Conclusion.flv	FLV	5.56 MB
13-3 Explination.flv	FLV	5.89 MB
13-3 Games Question.flv	FLV	3.7 MB
13-3 Quiz.jpg	JPG	27.38 KB
13-4 Single Player Game.flv	FLV	6.64 MB
13-5 Two Player Game.flv	FLV	12.31 MB
13-6 Two Player Function.flv	FLV	5.39 MB
13-7 Explination.flv	FLV	709.35 KB
13-7 Quiz.jpg	JPG	15.31 KB
13-7 Time Complexity Question.flv	FLV	2.96 MB
13-8 Explination.flv	FLV	1.67 MB
13-8 Quiz.jpg	JPG	14.28 KB
13-8 Space Complexity Question.flv	FLV	1.38 MB
13-9 Chess Question.flv	FLV	2.5 MB
13-9 Explination.flv	FLV	744.72 KB
13-9 Quiz.jpg	JPG	20.71 KB
Appends.txt	TXT	236 B

Unit 14 Game Theory

14-1 Introduction.flv	FLV	5.31 MB
14-10 Solving the Game.flv	FLV	7.17 MB
14-11 Mixed Strategy Issues.flv	FLV	8.17 MB
14-12 2x2 Game Question 1.flv	FLV	2.52 MB
14-12 Explination.flv	FLV	2.17 MB
14-12 Quiz.jpg	JPG	14.55 KB
14-13 2x2 Game Question 2.flv	FLV	1.34 MB
14-13 Explination.flv	FLV	4.99 MB
14-13 Quiz.jpg	JPG	14.66 KB
14-14 Geometric Interpretation.flv	FLV	5.69 MB
14-15 Poker.flv	FLV	10.86 MB
14-16 Game Theory Strategies.flv	FLV	6.1 MB
14-17 Explination.flv	FLV	6.04 MB
14-17 Fed vs Politicians Question.flv	FLV	3.38 MB
14-17 Quiz.jpg	JPG	22.46 KB
14-18 Mechanism Design.flv	FLV	6.09 MB
14-19 Auction Question.flv	FLV	8.74 MB
14-19 Explination.flv	FLV	3.16 MB
14-19 Quiz.jpg	JPG	19.76 KB
14-2 Dominant Strategy Question.flv	FLV	8.93 MB
14-2 Explination.flv	FLV	1.82 MB
14-2 Quiz.jpg	JPG	11.98 KB
14-3 Explination.flv	FLV	891.33 KB
14-3 Pareto Optimal Question.flv	FLV	1.86 MB
14-3 Quiz.jpg	JPG	15.33 KB
14-4 Equilibrium Question.flv	FLV	1.73 MB
14-4 Explination.flv	FLV	2.73 MB
14-4 Quiz.jpg	JPG	15.84 KB
14-5 Explination.flv	FLV	1.45 MB
14-5 Game Console Question 1.flv	FLV	4.73 MB
14-5 Quiz.jpg	JPG	18.29 KB
14-6 Explination.flv	FLV	1.12 MB
14-6 Game Console Question 2.flv	FLV	499.86 KB
14-6 Quiz.jpg	JPG	19.65 KB
14-7 2 Finger Morra.flv	FLV	5.74 MB
14-8 Explination.flv	FLV	3.71 MB
14-8 Quiz.jpg	JPG	19.46 KB
14-8 Tree Question.flv	FLV	5.74 MB
14-9 Mixed Strategy.flv	FLV	7.55 MB
Appends.txt	TXT	397 B

Unit 15 Advanced Planning

15-1 Introduction.flv	FLV	2.02 MB
15-10 Conformant Plan Question.flv	FLV	5.97 MB
15-10 Explination.flv	FLV	1.39 MB
15-10 Quiz.jpg	JPG	29.66 KB
15-11 Explination.flv	FLV	3.17 MB
15-11 Quiz.jpg	JPG	31.42 KB
15-11 Sensory Plan Question.flv	FLV	1.81 MB
15-2 Scheduling.flv	FLV	2.46 MB
15-3 Explination.flv	FLV	3.16 MB
15-3 Quiz.jpg	JPG	27.83 KB
15-3 Schedule Question.flv	FLV	5.68 MB
15-4 Explination.flv	FLV	2.92 MB
15-4 Quiz.jpg	JPG	27.54 KB
15-4 Resources Question.flv	FLV	4.11 MB
15-5 Extending Planning.flv	FLV	3.08 MB
15-6 Hierarchical Planning.flv	FLV	4.4 MB
15-7 Refinement Planning.flv	FLV	5.34 MB
15-8 Reachable States.flv	FLV	5.76 MB
15-9 Explination.flv	FLV	3.12 MB
15-9 Quiz.jpg	JPG	23.18 KB
15-9 Reachable States Question.flv	FLV	6.34 MB

Unit 16 Computer Vision I

16-1 Introduction.flv	FLV	7.72 MB
16-10 Computer Vision.flv	FLV	4.98 MB
16-11 Explination.flv	FLV	568.05 KB
16-11 Invariance Question A.flv	FLV	4.45 MB
16-11 Quiz.jpg	JPG	11.85 KB
16-12 Explination.flv	FLV	1.23 MB
16-12 Invariance Question B.flv	FLV	1.12 MB
16-12 Quiz.jpg	JPG	12.08 KB
16-13 Explination.flv	FLV	1.28 MB
16-13 Invariance Question C.flv	FLV	970.2 KB
16-13 Quiz.jpg	JPG	12.75 KB
16-14 Explination.flv	FLV	716.84 KB
16-14 Invariance Question D.flv	FLV	1.09 MB
16-14 Quiz.jpg	JPG	13.22 KB
16-15 Explination.flv	FLV	529.97 KB
16-15 Invariance Question E.flv	FLV	872.98 KB
16-15 Quiz.jpg	JPG	13.79 KB
16-16 Final Invariance Type.flv	FLV	1.8 MB
16-17 Importance of Invariance.flv	FLV	2.24 MB
16-18 Greyscale Images.flv	FLV	5.92 MB
16-19 Extracting Features.flv	FLV	10.3 MB
16-2 Image Formation.flv	FLV	9.18 MB
16-20 Explination.flv	FLV	1.59 MB
16-20 Extracting Features Question.flv	FLV	1.23 MB
16-20 Quiz.jpg	JPG	11.6 KB
16-21 Linear Filter.flv	FLV	5.1 MB
16-22 Explination.flv	FLV	1.47 MB
16-22 Horizontal Edge Question.flv	FLV	1.24 MB
16-22 Quiz.jpg	JPG	12.87 KB
16-23 Explination.flv	FLV	1.32 MB
16-23 Quiz.jpg	JPG	10.84 KB
16-23 Vertical Edge Question.flv	FLV	1.07 MB
16-24 Filter Results.flv	FLV	2.37 MB
16-25 Gradient Images.flv	FLV	5.56 MB
16-26 Canny Edge Detector.flv	FLV	5.06 MB
16-27 Other Masks.flv	FLV	2.02 MB
16-28 Explination.flv	FLV	649.6 KB
16-28 Prewitt Mask Question.flv	FLV	860.43 KB
16-28 Quiz.jpg	JPG	13.03 KB
16-29 Explination.flv	FLV	1.51 MB
16-29 Gaussian Kernel Question.flv	FLV	3.1 MB
16-29 Quiz.jpg	JPG	14.01 KB
16-3 Explination.flv	FLV	2.44 MB
16-3 Projection Length Question.flv	FLV	1.37 MB
16-3 Quiz.jpg	JPG	11.52 KB
16-30 Reasons for Gaussian Kernels.flv	FLV	11.07 MB
16-31 Harris Corner Detector.flv	FLV	8.88 MB
16-32 Modern Feature Detectors.flv	FLV	5.39 MB
16-33 Conclusion.flv	FLV	2.44 MB
16-4 Explination.flv	FLV	1.31 MB
16-4 Focal Length Question.flv	FLV	1.19 MB
16-4 Quiz.jpg	JPG	11.73 KB
16-5 Explination.flv	FLV	1.73 MB
16-5 Quiz.jpg	JPG	12.54 KB
16-5 Range Question.flv	FLV	2.2 MB
16-6 Perspective Projection.flv	FLV	3.98 MB
16-7 Vanishing Points.flv	FLV	4.37 MB
16-8 Explination.flv	FLV	2.22 MB
16-8 Quiz.jpg	JPG	13.54 KB
16-8 Vanishing Points Question.flv	FLV	1.32 MB
16-9 Lenses.flv	FLV	7.13 MB
Appends.txt	TXT	209 B

Unit 17 Computer Vision II

17-1 Introduction.flv	FLV	2.26 MB
17-10 SSD Minimization.flv	FLV	6.3 MB
17-11 Disparity Maps.flv	FLV	7.01 MB
17-12 Context Question.flv	FLV	4.75 MB
17-12 Explination.flv	FLV	2.31 MB
17-12 Quiz.jpg	JPG	13.64 KB
17-13 Alignment 1 Question.flv	FLV	4.2 MB
17-13 Explination.flv	FLV	1.4 MB
17-13 Quiz.jpg	JPG	18.97 KB
17-14 Alignment 2 Question.flv	FLV	1.47 MB
17-14 Explination.flv	FLV	2.91 MB
17-14 Quiz.jpg	JPG	20.98 KB
17-15 Dynamic Programming.flv	FLV	13 MB
17-16 Explination.flv	FLV	2.28 MB
17-16 Pixel Correspondence Question 1.flv	FLV	2.15 MB
17-16 Quiz.jpg	JPG	13.56 KB
17-17 Explination.flv	FLV	3.3 MB
17-17 Pixel Correspondence Question 2.flv	FLV	1.67 MB
17-17 Quiz.jpg	JPG	12.97 KB
17-18 Finding the Best Alignment.flv	FLV	1.67 MB
17-19 Correspondence Issues.flv	FLV	4.17 MB
17-2 Depth Question.flv	FLV	1.3 MB
17-2 Explination.flv	FLV	3.06 MB
17-2 Quiz.jpg	JPG	16.06 KB
17-20 Improving Stereo Vision.flv	FLV	9.77 MB
17-3 Explination.flv	FLV	4.1 MB
17-3 Quiz.jpg	JPG	19.4 KB
17-3 Stereo Question.flv	FLV	1.16 MB
17-4 Solving for Dpeth.flv	FLV	6.12 MB
17-5 Explination.flv	FLV	920.84 KB
17-5 Quiz.jpg	JPG	13.49 KB
17-5 Solve Depth Question.flv	FLV	2.05 MB
17-6 Change in X Question.flv	FLV	1.42 MB
17-6 Explination.flv	FLV	868.56 KB
17-6 Quiz.jpg	JPG	11.51 KB
17-7 Explination.flv	FLV	951.52 KB
17-7 Focal Length Question.flv	FLV	1.52 MB
17-7 Quiz.jpg	JPG	10.41 KB
17-8 Correspondence Question.flv	FLV	1.84 MB
17-8 Explination.flv	FLV	3.62 MB
17-8 Quiz.jpg	JPG	12.36 KB
17-9 Determine Corresponsence Question.flv	FLV	6.31 MB
17-9 Explination.flv	FLV	627.86 KB
17-9 Quiz.jpg	JPG	12.57 KB
Appends.txt	TXT	146 B

Unit 18 Computer Vision III

18-1 Explination.flv	FLV	1.58 MB
18-1 Quiz.jpg	JPG	12.23 KB
18-1 Structure From Motion Question.flv	FLV	5.24 MB
18-2 Explination.flv	FLV	2.69 MB
18-2 Projection Question.flv	FLV	2.19 MB
18-2 Quiz.jpg	JPG	10.14 KB
18-3 Structure from Motion Models.flv	FLV	12.29 MB
18-4 SFM Math.flv	FLV	5.1 MB
18-5 Explination.flv	FLV	3.18 MB
18-5 Quiz.jpg	JPG	14.75 KB
18-5 Recovered Unknowns Question.flv	FLV	5.47 MB
18-6 Conclusion.flv	FLV	2.63 MB

Unit 19 Robotics I

10-4 Explination.flv	FLV	2.18 MB
19-1 Autonomous Vehicle Into 1.flv	FLV	18.78 MB
19-10 Localization.flv	FLV	5.17 MB
19-11 Monte Carlo Localization.flv	FLV	9.3 MB
19-12 Explination.flv	FLV	2.38 MB
19-12 Localization Question 1.flv	FLV	1.57 MB
19-12 Quiz.jpg	JPG	13.73 KB
19-13 Explination.flv	FLV	3.25 MB
19-13 Localization Question 2.flv	FLV	1.47 MB
19-13 Quiz.jpg	JPG	14.72 KB
19-2 Autonomous Vehicle Into 2.flv	FLV	25.71 MB
19-3 Robotics Introduction.flv	FLV	1.4 MB
19-4 Quiz.jpg	JPG	11.96 KB
19-4 Robotics Question.flv	FLV	1.74 MB
19-5 Explination.flv	FLV	2.1 MB
19-5 Kinematic Question 1.flv	FLV	3.05 MB
19-5 Quiz.jpg	JPG	13.83 KB
19-6 Explination.flv	FLV	1.31 MB
19-6 Kinematic Question 2.flv	FLV	775.62 KB
19-6 Quiz.jpg	JPG	12.09 KB
19-7 Dynamic Question.flv	FLV	683.57 KB
19-7 Explination.flv	FLV	2.34 MB
19-7 Quiz.jpg	JPG	11.38 KB
19-8 Explination.flv	FLV	1.79 MB
19-8 Helicopter Question 1.flv	FLV	1.05 MB
19-8 Quiz.jpg	JPG	8.24 KB
19-9 Explination.flv	FLV	1.76 MB
19-9 Helicopter Question 2.flv	FLV	357.44 KB
19-9 Quiz.jpg	JPG	12.58 KB
Appends.txt	TXT	0 B

Unit 2 Problem Solving

2-1 Introduction Question.flv	FLV	4.56 MB
2-1 Quiz.jpg	JPG	17.32 KB
2-10 Breadth First Search 4.flv	FLV	1.49 MB
2-11 Breadth First Search 5.flv	FLV	4.68 MB
2-12 Quiz.jpg	JPG	25.82 KB
2-12 Uniform Cost Search Question.flv	FLV	2.65 MB
2-13 Quiz.jpg	JPG	26.03 KB
2-13 Uniform Cost Search 1 Question.flv	FLV	2.45 MB
2-14 Quiz.jpg	JPG	27.52 KB
2-14 Uniform Cost Search 2 Question.flv	FLV	2.96 MB
2-15 Quiz.jpg	JPG	27.57 KB
2-15 Uniform Cost Search 3 Question.flv	FLV	972.42 KB
2-16 Quiz.jpg	JPG	31.53 KB
2-16 Uniform Cost Search 4 Question.flv	FLV	3.78 MB
2-17 Uniform Cost Search 5.flv	FLV	5.45 MB
2-18 Quiz.jpg	JPG	20.23 KB
2-18 Search Comparison Question.flv	FLV	5.61 MB
2-19 Search Comparison 1.flv	FLV	5.62 MB
2-2 What is a Problem.flv	FLV	13.34 MB
2-20 Quiz.jpg	JPG	22.85 KB
2-20 Search Comparison 2 Question.flv	FLV	6.26 MB
2-21 Search Comparison 3.flv	FLV	2.52 MB
2-22 More on Uniform Cost.flv	FLV	13.86 MB
2-23 Astar Search Question.flv	FLV	10.98 MB
2-23 Explination.flv	FLV	941.76 KB
2-23 Quiz.jpg	JPG	29.68 KB
2-24 Astar Search 1 Question.flv	FLV	2.85 MB
2-24 Explination.flv	FLV	876.93 KB
2-24 Quiz.jpg	JPG	31.85 KB
2-25 Astar Search 2 Question.flv	FLV	1.36 MB
2-25 Explination.flv	FLV	604.51 KB
2-25 Quiz.jpg	JPG	33.01 KB
2-26 Astar Search 3 Question.flv	FLV	1.84 MB
2-26 Explination.flv	FLV	1.39 MB
2-26 Quiz.jpg	JPG	34.61 KB
2-27 Astar Search 4 Question.flv	FLV	5.07 MB
2-27 Quiz.jpg	JPG	29.97 KB
2-28 Astar Search 5.flv	FLV	2.59 MB
2-29 Optimistic Hueristic.flv	FLV	4.24 MB
2-3 Example Route Finding.flv	FLV	9.29 MB
2-3 Sliding Blocks Puzzle 2.flv	FLV	10.13 MB
2-30 Quiz.jpg	JPG	13.91 KB
2-30 State Spaces Question.flv	FLV	2.99 MB
2-31 State Spaces 1.flv	FLV	1.86 MB
2-32 Quiz.jpg	JPG	19.53 KB
2-32 State Spaces 2 Question.flv	FLV	5.82 MB
2-33 State Spaces 3.flv	FLV	2.95 MB
2-34 Quiz.jpg	JPG	26.9 KB
2-34 Sliding Blocks Puzzle Question.flv	FLV	5.63 MB
2-35 Sliding Blocks Puzzle 1.flv	FLV	2.24 MB
2-37 Problems with Search.flv	FLV	5.78 MB
2-38 A Note on Implementation.flv	FLV	8.13 MB
2-4 Quiz.jpg	JPG	22.78 KB
2-4 Tree Search Question.flv	FLV	10.02 MB
2-5 Tree Search Continued.flv	FLV	8.98 MB
2-6 Graph Search Question.flv	FLV	3.37 MB
2-6 Quiz.jpg	JPG	23.36 KB
2-7 Breadth First Search 1 Question.flv	FLV	2.17 MB
2-7 Quiz.jpg	JPG	23.92 KB
2-8 Breadth First Search 2.flv	FLV	683.73 KB
2-9 Breadth First Search 3 Question.flv	FLV	1.99 MB
2-9 Quiz.jpg	JPG	25.79 KB
Appends.txt	TXT	1.17 KB

Unit 20 Robotics II

20-1 Prediction.flv	FLV	4.41 MB
20-10 Path Planning Examples.flv	FLV	9.98 MB
20-11 Conclusion.flv	FLV	4.1 MB
20-2 Explination.flv	FLV	7.01 MB
20-2 Measurement Question.flv	FLV	7.67 MB
20-2 Quiz.jpg	JPG	17.23 KB
20-3 Explination.flv	FLV	1005.5 KB
20-3 Quiz.jpg	JPG	17.31 KB
20-3 Resampling Question.flv	FLV	5.55 MB
20-4 Explination.flv	FLV	786.28 KB
20-4 Planning Question.flv	FLV	2.91 MB
20-4 Quiz.jpg	JPG	13.33 KB
20-5 Road Graph.flv	FLV	3.9 MB
20-6 Cost Question.flv	FLV	4.59 MB
20-6 Explination.flv	FLV	2.64 MB
20-6 Quiz.jpg	JPG	17.53 KB
20-7 Dynamic Programming 1.flv	FLV	14.11 MB
20-8 Dynamic Programming 2.flv	FLV	9.84 MB
20-9 Robotic Path Planning.flv	FLV	8.41 MB

Unit 21 Natural Language Processing I

21-1 Introduction.flv	FLV	4.09 MB
21-10 N Gram Model Samples.flv	FLV	3.59 MB
21-11 Explination.flv	FLV	960.61 KB
21-11 N Gram Model Question.flv	FLV	2.27 MB
21-11 Quiz.jpg	JPG	28.27 KB
21-12 Explination.flv	FLV	1.61 MB
21-12 Probability Question.flv	FLV	5.57 MB
21-12 Quiz.jpg	JPG	11.54 KB
21-13 Explination.flv	FLV	4.07 MB
21-13 Language Question.flv	FLV	3.41 MB
21-13 Quiz.jpg	JPG	10.28 KB
21-14 Explination.flv	FLV	1000.92 KB
21-14 Letter Bigram Question.flv	FLV	2.01 MB
21-14 Quiz.jpg	JPG	17.5 KB
21-15 Explination.flv	FLV	710.44 KB
21-15 Quiz.jpg	JPG	13.42 KB
21-15 Trigram Model Question.flv	FLV	3.12 MB
21-16 Classification.flv	FLV	4.81 MB
21-17 Classification Question.flv	FLV	1.58 MB
21-17 Explination.flv	FLV	1.28 MB
21-17 Quiz.jpg	JPG	15.34 KB
21-18 Gzip.flv	FLV	7.29 MB
21-19 Segmentation.flv	FLV	3.95 MB
21-2 Language Models.flv	FLV	8.96 MB
21-20 Segmentation Probabilistic Model.flv	FLV	4.66 MB
21-21 Explination.flv	FLV	1.27 MB
21-21 Probabilistic Model Question.flv	FLV	1.94 MB
21-21 Quiz.jpg	JPG	10.91 KB
21-22 Best Segmentation 1.flv	FLV	4.95 MB
21-23 Best Segmentation 2.flv	FLV	6.46 MB
21-24 Segment Code.flv	FLV	2.64 MB
21-25 Explination.flv	FLV	2.4 MB
21-25 Quiz.jpg	JPG	19.53 KB
21-25 Segment Question 1.flv	FLV	3.73 MB
21-26 Explination.flv	FLV	3.1 MB
21-26 Quiz.jpg	JPG	24.79 KB
21-26 Segment Question 2.flv	FLV	1.56 MB
21-27 Spelling Correction.flv	FLV	7.99 MB
21-28 Spelling Data.flv	FLV	5.77 MB
21-29 Correction Example.flv	FLV	12.92 MB
21-3 Bag of Words.flv	FLV	3.02 MB
21-30 Software Engineering.flv	FLV	9.28 MB
21-4 Probabilistic Models.flv	FLV	17.27 MB
21-5 Language and Learning.flv	FLV	6.06 MB
21-6 Explination.flv	FLV	5.18 MB
21-6 Language Models Question.flv	FLV	1.43 MB
21-6 Quiz.jpg	JPG	36.06 KB
21-7 Unigram Model Samples.flv	FLV	3.01 MB
21-8 Bigram Model Samples.flv	FLV	1.81 MB
21-9 Trigram Model Samples.flv	FLV	1.53 MB

Unit 22 Natural Language Processing II

22-1 Sentence Structure.flv	FLV	7.06 MB
22-10 Parsing into a Tree.flv	FLV	11.73 MB
22-11 Machine Translation.flv	FLV	8.33 MB
22-12 Translation Example.flv	FLV	15.59 MB
22-2 Explination.flv	FLV	6.98 MB
22-2 Parses Question.flv	FLV	10.5 MB
22-2 Quiz.jpg	JPG	18.69 KB
22-3 Explination.flv	FLV	7.4 MB
22-3 Problems and Solutions Question.flv	FLV	5.65 MB
22-3.jpg	JPG	19.59 KB
22-4 Writing Grammars.flv	FLV	7.72 MB
22-5 PCFG.flv	FLV	10.69 MB
22-6 Explination.flv	FLV	2.36 MB
22-6 PCFG Question.flv	FLV	1.41 MB
22-6 Quiz.jpg	JPG	21.56 KB
22-7 Probability Origins.flv	FLV	9.63 MB
22-8 Resolving Ambiguity.flv	FLV	8.28 MB
22-9 LPCFG.flv	FLV	16.77 MB

Unit 3 Probability in AI

3-1 Introduction.flv	FLV	22.23 MB
3-10 Explination.flv	FLV	282.57 KB
3-10 Quiz.jpg	JPG	15.95 KB
3-10 Weather Question.flv	FLV	1.38 MB
3-11 Explination.flv	FLV	240.15 KB
3-11 Quiz.jpg	JPG	20.66 KB
3-11 Weather 2 Question.flv	FLV	747.96 KB
3-12 Explination.flv	FLV	4.45 MB
3-12 Quiz.jpg	JPG	23.07 KB
3-12 Weather 3 Question.flv	FLV	1.06 MB
3-13 Cancer Q.flv	FLV	1 MB
3-13 Quiz.jpg	JPG	12.94 KB
3-14 Cancer 2 Question.flv	FLV	1.48 MB
3-14 Quiz.jpg	JPG	13.25 KB
3-15 Cancer 3 Question.flv	FLV	3.29 MB
3-15 Explination.flv	FLV	2.3 MB
3-15 Quiz.jpg	JPG	22.45 KB
3-16 Cancer 4 Question.flv	FLV	428.87 KB
3-16 Explination.flv	FLV	6.21 MB
3-16 Quiz.jpg	JPG	23.71 KB
3-17 Bayes Rule.flv	FLV	11.6 MB
3-18 Bayes Network Question.flv	FLV	6.15 MB
3-18 Explination.flv	FLV	1.29 MB
3-18 Quiz.jpg	JPG	21.31 KB
3-19 Computer Bayes Rule.flv	FLV	10.56 MB
3-2 Explination.flv	FLV	1015.75 KB
3-2 Probability_Coin Flip Question.flv	FLV	2.09 MB
3-2 Quiz.jpg	JPG	8.95 KB
3-20 Explination.flv	FLV	6.57 MB
3-20 Quiz.jpg	JPG	20.31 KB
3-20 Two Test Cancer Question.flv	FLV	3.79 MB
3-21 Explination.flv	FLV	5.32 MB
3-21 Quiz.jpg	JPG	26.2 KB
3-21 Two Test Cancer 2 Question.flv	FLV	922.56 KB
3-22 Conditional Independence Question.flv	FLV	13.29 MB
3-22 Explination.flv	FLV	2.63 MB
3-22 Quiz.jpg	JPG	16.64 KB
3-23 Conditional Independence 2 Question.flv	FLV	2.55 MB
3-23 Explination.flv	FLV	12.46 MB
3-23 Quiz.jpg	JPG	15.92 KB
3-24 Absolute and Conditional Question.flv	FLV	1.95 MB
3-24 Explination.flv	FLV	133.8 KB
3-24 Quiz.jpg	JPG	13.8 KB
3-25 Confounding Cause Question.flv	FLV	9.95 MB
3-25 Explination.flv	FLV	2.96 MB
3-25 Quiz.jpg	JPG	26.46 KB
3-26 Explaining Away Question.flv	FLV	7.69 MB
3-26 Explination.flv	FLV	6.28 MB
3-26 Quiz.jpg	JPG	24.63 KB
3-27 Explaining Away 2 Question.flv	FLV	2.28 MB
3-27 Explination.flv	FLV	14.58 MB
3-27 Quiz.jpg	JPG	24.62 KB
3-28 Explaining Away 3 Question.flv	FLV	9.25 MB
3-28 Explination.flv	FLV	6.17 MB
3-28 Quiz.jpg	JPG	24.59 KB
3-29 Conditional Dependence.flv	FLV	13.79 MB
3-3 Coin Flip 2 Question.flv	FLV	455.13 KB
3-3 Explination.flv	FLV	906.87 KB
3-3 Quiz.jpg	JPG	11.66 KB
3-30 Explination.flv	FLV	1.45 MB
3-30 General Bayes Net Question.flv	FLV	11.37 MB
3-30 Quiz.jpg	JPG	19.97 KB
3-31 Explination.flv	FLV	1.25 MB
3-31 General Bayes Net 2 Question.flv	FLV	1.3 MB
3-31 Quiz.jpg	JPG	18.77 KB
3-32 Explination.flv	FLV	2.85 MB
3-32 General Bayes Net 3 Question.flv	FLV	2.55 MB
3-32 Quiz.jpg	JPG	39.48 KB
3-33 Value of a Network.flv	FLV	1.91 MB
3-34 D-Separation Question.flv	FLV	2.63 MB
3-34 Explination.flv	FLV	3.57 MB
3-34 Quiz.jpg	JPG	18.46 KB
3-35 D-Separation 2 Question.flv	FLV	3.4 MB
3-35 Explination.flv	FLV	6.15 MB
3-35 Quiz.jpg	JPG	17.07 KB
3-36 D-Separation 3 Question.flv	FLV	11.06 MB
3-36 Explination.flv	FLV	5.07 MB
3-36 Quiz.jpg	JPG	16.6 KB
3-37 Congratulations!.flv	FLV	4.06 MB
3-4 Coin Flip 3 Question.flv	FLV	749.45 KB
3-4 Explination.flv	FLV	782.48 KB
3-4 Quiz.jpg	JPG	16.82 KB
3-5 Coin Flip 4 Question.flv	FLV	1.69 MB
3-5 Explination.flv	FLV	1.23 MB
3-5 Quiz.jpg	JPG	13.31 KB
3-6 Coin Flip 5 Question.flv	FLV	551.92 KB
3-6 Explination.flv	FLV	1.47 MB
3-6 Quiz.jpg	JPG	17.2 KB
3-7 Probability Summary.flv	FLV	2.34 MB
3-8 Dependence Question.flv	FLV	3.33 MB
3-8 Explination.flv	FLV	3.56 MB
3-8 Quiz.jpg	JPG	14.05 KB
3-9 What we Learned.flv	FLV	3.47 MB
Appends.txt	TXT	326 B

Unit 4 Probabilistic Inference

4-1 Explination.flv	FLV	633.04 KB
4-1 Overview and Example Question.flv	FLV	14.49 MB
4-1 Quiz.jpg	JPG	28.97 KB
4-10 Explination.flv	FLV	1.09 MB
4-10 Quiz.jpg	JPG	11.73 KB
4-10 Variable Elimination Question 3.flv	FLV	1.58 MB
4-11 Variable Elimination 4.flv	FLV	1.06 MB
4-12 Approximate Inference.flv	FLV	6.7 MB
4-13 Explination.flv	FLV	3.39 MB
4-13 Quiz.jpg	JPG	21.6 KB
4-13 Sampling Example Question.flv	FLV	7.02 MB
4-14 Approximate Inference 2.flv	FLV	5.75 MB
4-15 Rejection Sampling.flv	FLV	6.21 MB
4-16 Explination.flv	FLV	1.92 MB
4-16 Likelihood Weighting Question.flv	FLV	5.95 MB
4-16 Quiz.jpg	JPG	24.44 KB
4-17 Likelihood Weighting 1.flv	FLV	1.04 MB
4-18 Likelihood Weighting 2.flv	FLV	2.92 MB
4-19 Gibbs Sampling.flv	FLV	5.72 MB
4-2 Enumeration Question.flv	FLV	13.69 MB
4-2 Explination.flv	FLV	6.18 MB
4-2 Quiz.jpg	JPG	32.43 KB
4-20 Explination.flv	FLV	5.43 MB
4-20 Monty Hall Problem Question.flv	FLV	4.1 MB
4-20 Quiz.jpg	JPG	26.43 KB
4-21 Monty Hall Letter.flv	FLV	2.28 MB
4-3 Explination.flv	FLV	1.26 MB
4-3 Quiz.jpg	JPG	18.29 KB
4-3 Speeding Up Enumeration Question.flv	FLV	10.84 MB
4-4 Explination.flv	FLV	1.8 MB
4-4 Quiz.jpg	JPG	9.06 KB
4-4 Speeding Up Enumeration Question 2.flv	FLV	707.41 KB
4-5 Explination.flv	FLV	624.81 KB
4-5 Quiz.jpg	JPG	9.03 KB
4-5 Speeding Up Enumeration Question 3.flv	FLV	634.26 KB
4-6 Explination.flv	FLV	1.4 MB
4-6 Quiz.jpg	JPG	10.06 KB
4-6 Speeding Up Enumeration Question 4.flv	FLV	416.29 KB
4-7 Causal Direction.flv	FLV	995.01 KB
4-8 Explination.flv	FLV	1.44 MB
4-8 Quiz.jpg	JPG	17.77 KB
4-8 Variable Elimination Question.flv	FLV	14.47 MB
4-9 Explination.flv	FLV	1.99 MB
4-9 Quiz.jpg	JPG	17.43 KB
4-9 Variable Elimination Question 2.flv	FLV	1.48 MB
Appends.txt	TXT	746 B

Unit 5 Machine Learning

5-1 Introduction.flv	FLV	3.68 MB
5-10 Explination.flv	FLV	1.52 MB
5-10 Quiz.jpg	JPG	19.42 KB
5-10 Relationship to Bayes Question.flv	FLV	4.19 MB
5-11 Explination.flv	FLV	3.22 MB
5-11 Question.flv	FLV	1.38 MB
5-11 Quiz.jpg	JPG	21.15 KB
5-12 Explination.flv	FLV	3.24 MB
5-12 Question.flv	FLV	1.13 MB
5-12 Quiz.jpg	JPG	20.76 KB
5-13 Question.flv	FLV	1.09 MB
5-13 Quiz.jpg	JPG	20.88 KB
5-14 Answer and Laplace Smoothing Question.flv	FLV	10.26 MB
5-14 Explination.flv	FLV	3.85 MB
5-14 Quiz.jpg	JPG	15.28 KB
5-15 Explination.flv	FLV	3.97 MB
5-15 Question.flv	FLV	1.32 MB
5-15 Quiz.jpg	JPG	23.85 KB
5-16 Explination.flv	FLV	3.01 MB
5-16 Question.flv	FLV	1.11 MB
5-16 Quiz.jpg	JPG	21.04 KB
5-17 Summary Naive Bayes.flv	FLV	5.57 MB
5-18 Advanced SPAM Filtering.flv	FLV	4.59 MB
5-19 Digit Recognition.flv	FLV	7.64 MB
5-2 Explination.flv	FLV	2.47 MB
5-2 Quiz.jpg	JPG	19.3 KB
5-2 What is Machine Learning Question.flv	FLV	5.8 MB
5-20 Overfitting Prevention.flv	FLV	10.89 MB
5-21 Classification vs Regression Question.flv	FLV	6.41 MB
5-21 Explination.flv	FLV	1.45 MB
5-21 Quiz.jpg	JPG	20.32 KB
5-22 Explination.flv	FLV	4.02 MB
5-22 Linear Regression Question.flv	FLV	8.9 MB
5-22 Quiz.jpg	JPG	12.38 KB
5-23 More Linear Regression.flv	FLV	3.15 MB
5-24 Explination.flv	FLV	4.59 MB
5-24 Quadratic Loss Question.flv	FLV	12.76 MB
5-24 Quiz.jpg	JPG	14.01 KB
5-25 Explination.flv	FLV	3.13 MB
5-25 Problems with Linear Regression Question.flv	FLV	6.77 MB
5-25 Quiz.jpg	JPG	12.38 KB
5-26 Linear Regression and Complexity Control.flv	FLV	5.15 MB
5-27 Explination.flv	FLV	2.67 MB
5-27 Minimizing Complicated Loss Functions Question.flv	FLV	5.5 MB
5-27 Quiz.jpg	JPG	15.7 KB
5-28 Explination.flv	FLV	1.04 MB
5-28 Question.flv	FLV	1.49 MB
5-28 Quiz.jpg	JPG	11.9 KB
5-29 Question.flv	FLV	1.13 MB
5-29 Quiz.jpg	JPG	14.39 KB
5-3 Stanley DARPA Grand Challenge.flv	FLV	6.98 MB
5-30 Answer.flv	FLV	3.32 MB
5-31 Gradient Descent Implementation.flv	FLV	5.22 MB
5-32 Explination.flv	FLV	18.04 MB
5-32 Perceptron Question.flv	FLV	13.46 MB
5-32 Quiz.jpg	JPG	13.83 KB
5-33 Quiz.jpg	JPG	10.49 KB
5-33 k Nearest Neighbors Question.flv	FLV	6.33 MB
5-34 Explination.flv	FLV	2.11 MB
5-34 Quiz.jpg	JPG	12.93 KB
5-34 kNN Definition Question.flv	FLV	3.52 MB
5-35 k as Smoothing Parameter.flv	FLV	5.39 MB
5-36 Problems with kNN.flv	FLV	6.63 MB
5-37 Congratulations.flv	FLV	3.77 MB
5-4 Taxonomy.flv	FLV	11.91 MB
5-5 Quiz.jpg	JPG	17.19 KB
5-5 Supervised Learning Question.flv	FLV	10.03 MB
5-6 Occam's Razor.flv	FLV	8.44 MB
5-7 Explination.flv	FLV	1.59 MB
5-7 Quiz.jpg	JPG	17.85 KB
5-7 SPAM Detection Question.flv	FLV	13.77 MB
5-8 Explination.flv	FLV	848.32 KB
5-8 Question.flv	FLV	847.63 KB
5-8 Quiz.jpg	JPG	17.43 KB
5-9 Explination.flv	FLV	1.54 MB
5-9 Maximum Likelihood_1 Question.flv	FLV	13.98 MB
5-9 Quiz.jpg	JPG	21.76 KB
Appends.txt.txt	TXT	578 B

Unit 6 Unsupervised Learning

6-1 Explination.flv	FLV	1.32 MB
6-1 Quiz.jpg	JPG	17.28 KB
6-1 Unsupervised Learning Question.flv	FLV	3.68 MB
6-10 Gaussian Learning.flv	FLV	6.9 MB
6-11 Explination.flv	FLV	1.74 MB
6-11 Maximum Likelihood Question.flv	FLV	12.98 MB
6-11 Quiz.jpg	JPG	12.09 KB
6-12 Explination.flv	FLV	1.12 MB
6-12 Question.flv	FLV	566.25 KB
6-12 Quiz.jpg	JPG	13.9 KB
6-13 Explination.flv	FLV	1.8 MB
6-13 Question.flv	FLV	2.51 MB
6-13 Quiz.jpg	JPG	19.38 KB
6-14 Gaussian Summary.flv	FLV	947.71 KB
6-15 EM as Generalization of k-Means.flv	FLV	4.48 MB
6-16 EM Algorithm Question.flv	FLV	10.02 MB
6-16 Explination.flv	FLV	859.76 KB
6-16 Quiz.jpg	JPG	10.3 KB
6-17 Explination.flv	FLV	466.98 KB
6-17 Question.flv	FLV	1.12 MB
6-17 Quiz.jpg	JPG	17.64 KB
6-18 Explination.flv	FLV	2.13 MB
6-18 Question.flv	FLV	2.49 MB
6-18 Quiz.jpg	JPG	11.65 KB
6-19 Choosing k.flv	FLV	6.15 MB
6-2 Explination.flv	FLV	2.89 MB
6-2 Question.flv	FLV	2.24 MB
6-2 Quiz.jpg	JPG	17.53 KB
6-20 Clustering Summary.flv	FLV	2.19 MB
6-21 Dimensionality Reduction Question.flv	FLV	1.33 MB
6-21 Explination.flv	FLV	607.41 KB
6-21Quiz.jpg	JPG	17.83 KB
6-22 Explination.flv	FLV	1.51 MB
6-22 Question.flv	FLV	419.48 KB
6-22 Quiz.jpg	JPG	12.94 KB
6-23 Linear Dimensionality Reduction.flv	FLV	9.08 MB
6-24 Face Examples.flv	FLV	6.78 MB
6-25 Scan Example.flv	FLV	11.9 MB
6-26 Piece-Wise Linear Projection.flv	FLV	1.69 MB
6-27 Explination.flv	FLV	1.82 MB
6-27 Quiz.jpg	JPG	19.98 KB
6-27 Spectral Clustering Question.flv	FLV	2.25 MB
6-28 Explination.flv	FLV	282.03 KB
6-28 Quiz.jpg	JPG	18.93 KB
6-28 Spectral Clustering Algorithm Question.flv	FLV	17.24 MB
6-29 Explination.flv	FLV	720.72 KB
6-29 Question.flv	FLV	912.88 KB
6-29 Quiz.jpg	JPG	22.17 KB
6-3 Terminology.flv	FLV	4.57 MB
6-30 Supervised vs Unsupervised Learning.flv	FLV	5.99 MB
6-4 Google Street View and Clustering.flv	FLV	7.73 MB
6-5 k-Means Clustering Example.flv	FLV	5.95 MB
6-6 Explination.flv	FLV	942.88 KB
6-6 Quiz.jpg	JPG	15.62 KB
6-6 k-Means Algorithm Question.flv	FLV	6.1 MB
6-7 Explination.flv	FLV	1.78 MB
6-7 Question.flv	FLV	959.36 KB
6-7 Quiz.jpg	JPG	11 KB
6-8 Explination.flv	FLV	1.32 MB
6-8 Question.flv	FLV	721.23 KB
6-8 Quiz.jpg	JPG	10.34 KB
6-9 Expectation Maximization.flv	FLV	13.24 MB
Appends.txt	TXT	580 B

Unit 7 Representation with Logic

7-1 Introduction.flv	FLV	3.59 MB
7-10 Syntax.flv	FLV	12.75 MB
7-11 Vacuum World.flv	FLV	10.12 MB
7-12 Explination.flv	FLV	4.16 MB
7-12 Quiz.jpg	JPG	12.49 KB
7-13 Explination.flv	FLV	6.45 MB
7-13 Question.flv	FLV	9.27 MB
7-13 Quiz.jpg	JPG	20.47 KB
7-2 Propositional Logic.flv	FLV	11.56 MB
7-3 Explination.flv	FLV	2.45 MB
7-3 Quiz.jpg	JPG	22.72 KB
7-3 Truth Tables Question.flv	FLV	8.43 MB
7-4 Explination.flv	FLV	4.14 MB
7-4 Question.flv	FLV	1.63 MB
7-4 Quiz.jpg	JPG	12.92 KB
7-5 Explination.flv	FLV	2.06 MB
7-5 Question.flv	FLV	2.95 MB
7-5 Quiz.jpg	JPG	9.62 KB
7-6 Explination.flv	FLV	5.23 MB
7-6 Quiz.jpg	JPG	16.73 KB
7-6 Terminology Question.flv	FLV	4.68 MB
7-7 Propositional Logic Limitations.flv	FLV	4 MB
7-8 First Order Logic.flv	FLV	11.56 MB
7-9 Models.flv	FLV	12.23 MB
Appends.txt	TXT	268 B

Unit 8 Planning

8-1 Introduction.flv	FLV	2.16 MB
8-10 Explination.flv	FLV	3.03 MB
8-10 Finding a Successful Plan Question.flv	FLV	6.78 MB
8-10 Quiz.jpg	JPG	16.71 KB
8-11 Problem Solving via Mathematical Notation.flv	FLV	8.25 MB
8-12 Tracking the Predict Update Cycle.flv	FLV	9.05 MB
8-13 Classical Planning 1.flv	FLV	17.45 MB
8-14 Classical Planning 2.flv	FLV	5.65 MB
8-15 Progression Search.flv	FLV	4.38 MB
8-16 Regression Search.flv	FLV	9.79 MB
8-17 Regression vs Progression.flv	FLV	5.61 MB
8-18 Plan Space Search.flv	FLV	6.88 MB
8-19 Sliding Puzzle Example.flv	FLV	10.04 MB
8-2 Problem Solving vs Planning.flv	FLV	8.2 MB
8-20 Situation Calculus 1.flv	FLV	11.84 MB
8-21 Situation Calculus 2.flv	FLV	12.1 MB
8-22 Situation Calculus 3.flv	FLV	9.66 MB
8-3 Planning vs Execution.flv	FLV	10.41 MB
8-4 Vacuum Cleaner Example.flv	FLV	6.83 MB
8-5 Explination.flv	FLV	1.19 MB
8-5 Quiz.jpg	JPG	27.53 KB
8-5 Sensorless Vacuum Cleaner Problem Question.flv	FLV	7.24 MB
8-6 Partially Observable Vacuum Cleaner Example.flv	FLV	7.73 MB
8-7 Explination.flv	FLV	2.62 MB
8-7 Quiz.jpg	JPG	21.93 KB
8-7 Stocastic Environment Problem Question.flv	FLV	9.06 MB
8-8 Infinite Sequences.flv	FLV	6.5 MB
8-9 Finding a Successful Plan.flv	FLV	5.22 MB
Appends.txt	TXT	0 B

Unit 9 Planning Under Uncertainty

9-1 Introduction.flv	FLV	1.72 MB
9-10 Policy Question 3.flv	FLV	947.46 KB
9-10 Quiz.jpg	JPG	15.62 KB
9-11 Explination.flv	FLV	1.3 MB
9-11 Policy Answer 3 Question 4.flv	FLV	2.63 MB
9-11 Quiz.jpg	JPG	19.71 KB
9-12 MDP and Costs.flv	FLV	8.72 MB
9-13 Value Iteration 1.flv	FLV	4.84 MB
9-14 Value Iteration 2.flv	FLV	1.06 MB
9-15 Value Iteration 3.flv	FLV	14.28 MB
9-16 Deterministic Question 1.flv	FLV	2.58 MB
9-16 Explination.flv	FLV	989.79 KB
9-16 Quiz.jpg	JPG	16.99 KB
9-17 Deterministic Question 2.flv	FLV	432.04 KB
9-17 Explination.flv	FLV	1.08 MB
9-17 Quiz.jpg	JPG	20.3 KB
9-18 Deterministic Question 3.flv	FLV	630.74 KB
9-18 Explination.flv	FLV	2.06 MB
9-18 Quiz.jpg	JPG	21.65 KB
9-19 Explination.flv	FLV	2.71 MB
9-19 Quiz.jpg	JPG	16.57 KB
9-19 Stochastic Question 1.flv	FLV	1.14 MB
9-2 Planning Under Uncertainty MDP.flv	FLV	10.91 MB
9-20 Explination.flv	FLV	4.67 MB
9-20 Quiz.jpg	JPG	20.06 KB
9-20 Stochastic Question 2.flv	FLV	1.12 MB
9-21 Value Iteration and Policy 1.flv	FLV	2.62 MB
9-22 Value Iteration and Policy 2.flv	FLV	8.77 MB
9-23 MDP Conclusion.flv	FLV	5.54 MB
9-24 Partial Observability Introduction.flv	FLV	2.33 MB
9-25 POMDP vs MDP.flv	FLV	2.34 MB
9-26 POMDP.flv	FLV	17.81 MB
9-27 Planning Under Uncertainty Conclusion.flv	FLV	1.83 MB
9-3 Robot Tour Guide Examples.flv	FLV	12.5 MB
9-4 MDP Grid World.flv	FLV	8.4 MB
9-5 Problems with Conventional Planning 1.flv	FLV	5.04 MB
9-6 Branching Factor Question.flv	FLV	1.76 MB
9-6 Explination.flv	FLV	896.37 KB
9-6 Quiz.jpg	JPG	23.91 KB
9-7 Problems with Conventional Planning 2.flv	FLV	3.89 MB
9-8 Explination.flv	FLV	324.65 KB
9-8 Policy Question 1.flv	FLV	1.93 MB
9-8 Quiz.jpg	JPG	14.23 KB
9-9 Explination.flv	FLV	468.73 KB
9-9 Policy Question 2.flv	FLV	307.94 KB
9-9 Quiz.jpg	JPG	16.19 KB
Appends.txt	TXT	664 B

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