Ai Class com | 7C2E52860BF8A63961D34F9DA19A3B6714B1B707

Ai Class com

Name	Ai-Class.com	DOWNLOAD Copy Link
Total Size	4.6 GB
Total Files	1342
Hash	7C2E52860BF8A63961D34F9DA19A3B6714B1B707

/
Conditional Independence Writeup.pdf	515.0 KB
Torrent downloaded from Demonoid.me.txt	0.0 KB
/Finals/
Appends.txt	0.7 KB
Finals Question 1 - Explination.flv	3.9 MB
Finals Question 1 - Search.flv	4.5 MB
Finals Question 1.jpg	28.8 KB
Finals Question 10 - Explination.flv	1.1 MB
Finals Question 10 - Stereo Vision.flv	1.3 MB
Finals Question 10.jpg	23.5 KB
Finals Question 11 - Explination.flv	2.0 MB
Finals Question 11 - Towards Structure From Motion.flv	3.8 MB
Finals Question 11.jpg	27.5 KB
Finals Question 12 - Explination.flv	3.8 MB
Finals Question 12 - Self-Driving Cars.flv	4.3 MB
Finals Question 12.jpg	28.4 KB
Finals Question 2 - Bayes Networks.flv	4.0 MB
Finals Question 2 - Explination.flv	3.5 MB
Finals Question 2.jpg	26.0 KB
Finals Question 3 - Explination.flv	3.2 MB
Finals Question 3 - Machine Learning.flv	2.9 MB
Finals Question 3.jpg	31.2 KB
Finals Question 4 - Explination.flv	7.0 MB
Finals Question 4 - Planning.flv	11.6 MB
Finals Question 4.jpg	30.5 KB
Finals Question 5 - Explination.flv	5.3 MB
Finals Question 5 - Logic.flv	4.9 MB
Finals Question 5.jpg	26.4 KB
Finals Question 6 - Explination.flv	4.5 MB
Finals Question 6 - Particle Filters.flv	4.8 MB
Finals Question 6.jpg	23.7 KB
Finals Question 7 - Explination.flv	1.4 MB
Finals Question 7 - Particle Filters and Basic Probability.flv	2.0 MB
Finals Question 7.jpg	26.0 KB
Finals Question 8 - Alpha-Beta Pruning.flv	1.9 MB
Finals Question 8 - Explination.flv	3.0 MB
Finals Question 8.jpg	23.4 KB
Finals Question 9 - Explination.flv	4.0 MB
Finals Question 9 - Perspective Projection.flv	3.2 MB
Finals Question 9.jpg	27.9 KB
printable_final.pdf	264.2 KB
/Homework 1/
Appends.txt	1.0 KB
HW 1-1 Explination.flv	1.2 MB
HW 1-1 Peg Solitaire.flv	3.3 MB
HW 1-1 Quiz.jpg	17.1 KB
HW 1-2 Explination.flv	2.1 MB
HW 1-2 Loaded Coin.flv	3.0 MB
HW 1-2 Quiz.jpg	15.3 KB
HW 1-3 Explination.flv	1.1 MB
HW 1-3 Maze.flv	1.8 MB
HW 1-3 Quiz.jpg	18.6 KB
HW 1-4 Explination.flv	2.1 MB
HW 1-4 Quiz.jpg	19.0 KB
HW 1-4 Search Tree.flv	2.3 MB
HW 1-5 Explination.flv	2.6 MB
HW 1-5 Quiz.jpg	21.9 KB
HW 1-5 Search Tree 2.flv	1.8 MB
HW 1-6 Explination.flv	2.7 MB
HW 1-6 Quiz.jpg	22.0 KB
HW 1-6 Search Network.flv	3.2 MB
HW 1-7 Astar Search.flv	4.1 MB
HW 1-7 Explination.flv	5.6 MB
HW 1-7 Quiz.jpg	22.8 KB
/Homework 2/
Appends.txt	0.2 KB
HW 2-1 Bayes Rule.flv	956.0 KB
HW 2-1 Explination.flv	2.3 MB
HW 2-1 Quiz.jpg	14.2 KB
HW 2-2 Explination.flv	12.3 MB
HW 2-2 Quiz.jpg	17.4 KB
HW 2-2 Simple Bayes Net.flv	2.4 MB
HW 2-3 Explination.flv	6.1 MB
HW 2-3 Quiz.jpg	18.0 KB
HW 2-3 Simple Bayes Net 2.flv	574.7 KB
HW 2-4 Conditional Independence.flv	1.6 MB
HW 2-4 Explination.flv	2.5 MB
HW 2-4 Quiz.jpg	15.0 KB
HW 2-5 Conditional Independence 2.flv	1.5 MB
HW 2-5 Explination.flv	2.9 MB
HW 2-5 Quiz.jpg	14.1 KB
HW 2-6 Explination.flv	2.2 MB
HW 2-6 Parameter Count.flv	939.8 KB
HW 2-6 Quiz.jpg	11.9 KB
/Homework 3/
Appends.txt	0.3 KB
HW 3-1 Explination.flv	7.0 MB
HW 3-1 Naive Bayes.flv	3.8 MB
HW 3-1 Quiz.jpg	31.6 KB
HW 3-2 Explination.flv	3.4 MB
HW 3-2 Naive Bayes 2.flv	609.5 KB
HW 3-2 Quiz.jpg	22.2 KB
HW 3-3 Explination.flv	2.5 MB
HW 3-3 Maximum Likelihood.flv	1.1 MB
HW 3-3 Quiz.jpg	27.8 KB
HW 3-4 Explination.flv	2.2 MB
HW 3-4 Linear Regression.flv	950.8 KB
HW 3-4 Quiz.jpg	18.1 KB
HW 3-5 Explination.flv	5.4 MB
HW 3-5 Linear Regression 2.flv	886.5 KB
HW 3-5 Quiz.jpg	14.8 KB
HW 3-6 Explination.flv	2.7 MB
HW 3-6 K Nearest Neighbors.flv	1.6 MB
HW 3-6 Quiz.jpg	14.6 KB
HW 3-7 Explination.flv	4.1 MB
HW 3-7 K Nearest Neighbors 2.flv	1.7 MB
HW 3-7 Quiz.jpg	18.3 KB
HW 3-8 Explination.flv	1.3 MB
HW 3-8 Perceptron.flv	1.5 MB
HW 3-8 Quiz.jpg	18.7 KB
/Homework 4/
Appends.txt	4.7 KB
HW 4-1 Explination.flv	3.5 MB
HW 4-1 Logic.flv	5.9 MB
HW 4-1 Quiz.jpg	20.5 KB
HW 4-2 Explination.flv	5.5 MB
HW 4-2 More Logic.flv	10.7 MB
HW 4-2 Quiz.jpg	22.1 KB
HW 4-3 Explination.flv	2.0 MB
HW 4-3 Quiz.jpg	26.0 KB
HW 4-3 Vacuum World.flv	3.8 MB
HW 4-4 Explination.flv	2.2 MB
HW 4-4 More Vacuum World.flv	5.4 MB
HW 4-4 Quiz.jpg	19.8 KB
HW 4-5 Explination.flv	851.6 KB
HW 4-5 More Vacuum World.flv	1.0 MB
HW 4-5 Quiz.jpg	21.1 KB
HW 4-6 Explination.flv	563.5 KB
HW 4-6 More Vacuum World.flv	1.1 MB
HW 4-6 Quiz.jpg	21.6 KB
HW 4-7 Explination.flv	872.1 KB
HW 4-7 More Vacuum World.flv	1.1 MB
HW 4-7 Quiz.jpg	22.5 KB
HW 4-8 Explination.flv	2.9 MB
HW 4-8 Monkey and Bananas.flv	3.8 MB
HW 4-8 Quiz.jpg	42.1 KB
HW 4-9 Explination.flv	3.1 MB
HW 4-9 Quiz.jpg	24.1 KB
HW 4-9 Situation Calculus.flv	15.0 MB
/Homework 5/
Appends.txt	1.0 KB
HW 5-1 Explination.flv	2.9 MB
HW 5-1 Q Learning.flv	4.7 MB
HW 5-1 Quiz.jpg	37.4 KB
HW 5-2 Explination.flv	5.2 MB
HW 5-2 Function Generalization.flv	4.9 MB
HW 5-2 Quiz.jpg	33.0 KB
HW 5-3 Explination.flv	3.2 MB
HW 5-3 Passive RL Agent.flv	3.4 MB
HW 5-3 Quiz.jpg	27.4 KB
/Homework 6/
Appends.txt	0.1 KB
HW 6-1 Explination.flv	3.4 MB
HW 6-1 Max Likelihood Question.flv	3.6 MB
HW 6-1 Quiz.jpg	22.5 KB
HW 6-10 Explination.flv	3.7 MB
HW 6-10 Game Tree Question.flv	3.4 MB
HW 6-10 Quiz.jpg	20.8 KB
HW 6-11 Explination.flv	1.9 MB
HW 6-11 Quiz.jpg	18.4 KB
HW 6-11 Strategy Question.flv	937.3 KB
HW 6-2 Explination.flv	2.1 MB
HW 6-2 Quiz.jpg	10.8 KB
HW 6-2 Stationary Distribution Question.flv	1.6 MB
HW 6-3 Explination.flv	6.4 MB
HW 6-3 HMM Question.flv	3.9 MB
HW 6-3 Quiz.jpg	17.1 KB
HW 6-4 Explination.flv	1.6 MB
HW 6-4 Particle Filter Question 1.flv	2.7 MB
HW 6-4 Quiz.jpg	14.9 KB
HW 6-5 Explination.flv	1.8 MB
HW 6-5 Particle Filter Question 2.flv	2.9 MB
HW 6-5 Quiz.jpg	11.4 KB
HW 6-6 Explination.flv	3.2 MB
HW 6-6 Particle Filter Question 3.flv	2.0 MB
HW 6-6 Quiz.jpg	19.3 KB
HW 6-7 Explination.flv	2.1 MB
HW 6-7 Particle Filter Question 4.flv	1.2 MB
HW 6-7 Quiz.jpg	18.2 KB
HW 6-8 Explination.flv	1.1 MB
HW 6-8 Max Min Question.flv	1.5 MB
HW 6-8 Quiz.jpg	13.4 KB
HW 6-9 Explination.flv	547.4 KB
HW 6-9 Quiz.jpg	14.6 KB
HW 6-9 Scheduling Question.flv	1.0 MB
/Homework 7/
append7-3.png	2.3 KB
Appends.txt	0.5 KB
HW 7-1 Explination.flv	3.3 MB
HW 7-1 Perspective Projection.flv	5.4 MB
HW 7-1 Quiz.jpg	15.5 KB
HW 7-2 Explination.flv	3.5 MB
HW 7-2 Linear or Not.flv	5.1 MB
HW 7-2 Quiz.jpg	15.5 KB
HW 7-3 Explination.flv	3.1 MB
HW 7-3 Quiz.jpg	14.0 KB
HW 7-4 Explination.flv	4.2 MB
HW 7-4 Quiz.jpg	14.7 KB
HW 7-4 Stereo.flv	5.8 MB
HW 7-5 Correspondence in Stereo.flv	3.5 MB
HW 7-5 Explination.flv	2.5 MB
HW 7-5 Quiz.jpg	14.3 KB
HW 7-6 Explination.flv	3.1 MB
HW 7-6 Quiz.jpg	15.7 KB
HW 7-6 Structure from Motion.flv	4.3 MB
/Homework 8/
Appends.txt	0.5 KB
HW 8-1 Explination.flv	3.8 MB
HW 8-1 Quiz.jpg	21.6 KB
HW 8-1 State Space.flv	4.9 MB
HW 8-2 Dynamic Programming 1.flv	1.8 MB
HW 8-2 Explination.flv	1.2 MB
HW 8-2 Quiz.jpg	14.9 KB
HW 8-3 Dynamic Programming 2.flv	1.3 MB
HW 8-3 Explination.flv	2.3 MB
HW 8-3 Quiz.jpg	17.2 KB
HW 8-4 Explination.flv	2.1 MB
HW 8-4 Particle 1.flv	3.9 MB
HW 8-4 Quiz.jpg	16.5 KB
HW 8-5 Explination.flv	4.5 MB
HW 8-5 Particle 2.flv	2.3 MB
HW 8-5 Quiz.jpg	16.9 KB
HW 8-6 Explination.flv	545.3 KB
HW 8-6 Quiz.jpg	10.1 KB
HW 8-6 Stanley.flv	624.6 KB
HW 8-7 Explination.flv	3.2 MB
HW 8-7 Motion Model.flv	2.8 MB
HW 8-7 Quiz.jpg	12.4 KB
/Midterm/
Appends.txt	0.6 KB
Midterm Q1 Explination.flv	4.7 MB
Midterm Question 1 - Agents and Environments.flv	3.3 MB
Midterm Question 1.jpg	33.5 KB
Midterm Question 10 - Linear Regression.flv	1.4 MB
Midterm Question 10 Explination.flv	2.2 MB
Midterm Question 10.jpg	20.5 KB
Midterm Question 11 - K-Means Clustering.flv	1.4 MB
Midterm Question 11 Explination.flv	2.1 MB
Midterm Question 11.jpg	23.2 KB
Midterm Question 12 - Logic.flv	3.0 MB
Midterm Question 12 Explination.flv	8.8 MB
Midterm Question 12.jpg	21.2 KB
Midterm Question 13 - Planning.flv	5.8 MB
Midterm Question 13 Explination.flv	5.1 MB
Midterm Question 13.jpg	39.9 KB
Midterm Question 14 - Markov Decision Process (MDP).flv	1.5 MB
Midterm Question 14 Explination.flv	746.8 KB
Midterm Question 14.jpg	26.4 KB
Midterm Question 15 - Markov Chains.flv	4.0 MB
Midterm Question 15 Explination.flv	3.4 MB
Midterm Question 15.jpg	28.3 KB
Midterm Question 2 - A star Search.flv	1.9 MB
Midterm Question 2 Explination.flv	2.2 MB
Midterm Question 2.jpg	23.5 KB
Midterm Question 3 - Probability I.flv	425.5 KB
Midterm Question 3 Explination.flv	257.8 KB
Midterm Question 3.jpg	18.7 KB
Midterm Question 4 - Probability II.flv	1.2 MB
Midterm Question 4 Explination.flv	1.6 MB
Midterm Question 4.jpg	26.0 KB
Midterm Question 5 - Probability III.flv	2.1 MB
Midterm Question 5 Explination.flv	4.3 MB
Midterm Question 5.jpg	30.3 KB
Midterm Question 6 - Bayes Network I.flv	1.7 MB
Midterm Question 6 Explination.flv	2.7 MB
Midterm Question 6.jpg	18.8 KB
Midterm Question 7 - Bayes Network II.flv	1.6 MB
Midterm Question 7 Explination.flv	3.9 MB
Midterm Question 7.jpg	19.1 KB
Midterm Question 8 - Naive Bayes with Laplacian Smoothing.flv	3.8 MB
Midterm Question 8 Explination.flv	6.0 MB
Midterm Question 8.jpg	30.0 KB
Midterm Question 9 - K Nearest Neighbor.flv	1.4 MB
Midterm Question 9 Explination.flv	719.5 KB
Midterm Question 9.jpg	23.0 KB
/Office Hours/
Office Hours 06.flv	70.5 MB
Office Hours 07 1.flv	80.8 MB
Office Hours 07 2.flv	68.7 MB
Office Hours 8 01.flv	38.0 MB
Office Hours 8 02.mp4.flv	43.0 MB
Office Hours 9 01.mp4.flv	50.6 MB
Office Hours 9 02.mp4.flv	53.5 MB
Office Hours 9 03.flv	55.8 MB
Office Hours for Week 5.mp4	185.7 MB
office hours part 1.flv	63.9 MB
office hours part 2.flv	41.1 MB
Reinventing Education with Khan Academy and AI Class.flv	161.5 MB
/Optional NLP Programming/
Optional Problem.flv	11.9 MB
Optional Programming Project Answer 01.mp4.flv	12.7 MB
Optional Programming Project Answer 02.mp4.flv	6.8 MB
Optional Quiz.jpg	35.9 KB
Problem Text.txt	0.7 KB
/Transcripts/Course Introduction/
unit1_0_Introduction.rtf	2.3 KB
/Transcripts/Homework 1/
homework1_1_Peg_Solitaire_ANSWER_Transcript.rtf	1.4 KB
homework1_1_Peg_Solitaire_Transcript.rtf	2.3 KB
homework1_2_Loaded_Coin_ANSWER_Transcript.rtf	1.4 KB
homework1_2_Loaded_Coin_Transcript.rtf	2.3 KB
homework1_3_Path_Through_Maze_ANSWER_Transcript.rtf	1.3 KB
homework1_3_Path_Through_Maze_Transcript.rtf	2.2 KB
homework1_4_Search_Tree_ANSWER_Transcript.rtf	1.3 KB
homework1_4_Search_Tree_Transcript.rtf	3.0 KB
homework1_5_Another_Search_Tree_ANSWER_Transcript.rtf	1.5 KB
homework1_5_Another_Search_Tree_Transcript.rtf	2.8 KB
homework1_6_Search_Network_ANSWER_transcript.rtf	1.5 KB
homework1_6_Search_Network_transcript.rtf	2.9 KB
homework1_7_A-Star_Search_ANSWER_transcript.rtf	2.1 KB
homework1_7_A-Star_Search_transcript.rtf	2.8 KB
homework1_Congratulations!_transcript.rtf	0.8 KB
homework1_Introduction_transcript.rtf	0.8 KB
/Transcripts/
README.txt	0.3 KB
/Transcripts/Unit 1/
unit1_10_AI_and_Uncertainty.rtf	35.0 KB
unit1_11_Examples_of_AI_in_Practice_1.rtf	40.7 KB
unit1_12_Chinese_Translation_Answer_1.rtf	36.0 KB
unit1_13_Chinese_Translation_2_Answer_1.rtf	35.6 KB
unit1_14_Chinese_Translation_3_Answer_1.rtf	34.5 KB
unit1_15_Congratulations.rtf	34.6 KB
unit1_1_Introduction.rtf	32.4 KB
unit1_2_Intelligent_Agents.rtf	3.1 KB
unit1_3_Applications_of_AI.rtf	45.3 KB
unit1_4_Terminology.rtf	45.6 KB
unit1_5_Checkers_Answer.rtf	34.3 KB
unit1_6_Poker.rtf	34.8 KB
unit1_7_Poker_Answer.rtf	34.0 KB
unit1_8_Robotic_Car.rtf	35.2 KB
unit1_9_Robotic_Car_Answer.rtf	34.1 KB
/Transcripts/Unit 2/
unit2_10_Graph_Search_Answer.rtf	34.0 KB
unit2_11_Graph_Search_Termination.rtf	35.4 KB
unit2_12_Uniform_Cost_Search.rtf	35.5 KB
unit2_13_Uniform_Cost_Search.rtf	35.5 KB
unit2_14_Uniform_Cost_Search.rtf	36.5 KB
unit2_15_Uniform_Cost_Search.rtf	34.7 KB
unit2_16_Uniform_Cost_Termination.rtf	36.1 KB
unit2_17_Uniform_Cost_Termination_Answer.rtf	35.8 KB
unit2_18_Depth_First_Search.rtf	37.3 KB
unit2_19_Search_Optimality_Answer.rtf	35.6 KB
unit2_1_Introduction.rtf	37.5 KB
unit2_20_Storage_Requirements,_Completeness.rtf	38.1 KB
unit2_21_Completeness_Answer.rtf	33.6 KB
unit2_22_More_on_Uniform_Cost_Search.rtf	40.7 KB
unit2_23_A-Star_Search.rtf	41.1 KB
unit2_23_A-Star_Search_ANSWER.rtf	35.1 KB
unit2_24_A-Star_Second_Question.rtf	36.0 KB
unit2_24_A-Star_Second_Question_ANSWER.rtf	34.2 KB
unit2_25_A-Star_Third_Question.rtf	36.3 KB
unit2_25_A-Star_Third_Question_ANSWER.rtf	34.5 KB
unit2_26-A_Star_Fourth_Question.rtf	35.6 KB
unit2_26_A-Star_Fourth_Question_ANSWER.rtf	35.7 KB
unit2_27-A_Star_Fifth_Queston_Answer_Mandatory.rtf	34.3 KB
unit2_27_A-Star_Fifth_Question.rtf	36.7 KB
unit2_28_Optimistic_Heuristics.rtf	35.3 KB
unit2_29_State_Spaces.rtf	36.1 KB
unit2_29_State_Spaces_ANSWER.rtf	34.1 KB
unit2_2_Route_Finding_Question.rtf	43.7 KB
unit2_30_State_Space_Diagram_and_More_Complexity.rtf	37.5 KB
unit2_30_State_Space_Diagram_and_More_Complexity_ANSWER.rtf	34.5 KB
unit2_31_Sliding_Blocks_Puzzle.rtf	37.1 KB
unit2_31_Sliding_Blocks_Puzzle_ANSWER.rtf	33.9 KB
unit2_32_Where_is_the_Intelligence.rtf	36.8 KB
unit2_33_What_Cant_Search_Do.rtf	35.7 KB
unit2_34_Note_on_Implementation.rtf	36.0 KB
unit2_3_Route_Finding.rtf	37.9 KB
unit2_4_Tree_Search.rtf	43.3 KB
unit2_5_Graph_Search.rtf	37.5 KB
unit2_6_Graph_Search_Answer.rtf	40.6 KB
unit2_7_Graph_Search_Answer.rtf	35.6 KB
unit2_8_Graph_Search_Answer.rtf	34.0 KB
unit2_9_More_Graph_Search.rtf	36.2 KB
/Transcripts/Unit 3/
Unit_3_01_Introduction.rtf	7.6 KB
Unit_3_02_Probabilities.rtf	38.6 KB
Unit_3_02a_Answer.rtf	1.1 KB
Unit_3_02b_Question.rtf	36.0 KB
Unit_3_02c_Answer.rtf	0.9 KB
Unit_3_02d_Question.rtf	1.0 KB
Unit_3_02e_Answer.rtf	0.7 KB
Unit_3_02f_Question.rtf	1.6 KB
Unit_3_02g_Answer.rtf	1.0 KB
Unit_3_02h_Question.rtf	0.9 KB
Unit_3_02i_Answer.rtf	1.0 KB
Unit_3_02j_Summary.rtf	2.1 KB
Unit_3_03_Dependence.rtf	2.7 KB
Unit_3_03a_Answer.rtf	1.7 KB
Unit_3_04_What_We_Learned.rtf	1.9 KB
Unit_3_05_Weather_Quiz.rtf	1.5 KB
Unit_3_05a_Answer.rtf	0.8 KB
Unit_3_05b_Question.rtf	1.0 KB
Unit_3_05c_Answer.rtf	0.8 KB
Unit_3_05d_Question.rtf	1.1 KB
Unit_3_05e_Answer.rtf	2.3 KB
Unit_3_06_Cancer_Quiz.rtf	1.1 KB
Unit_3_06a_Answer_and_Cancer_Test.rtf	1.6 KB
Unit_3_06b_Answer.rtf	1.8 KB
Unit_3_06c_Answer.rtf	1.4 KB
Unit_3_06d_Question.rtf	0.9 KB
Unit_3_06e_Answer.rtf	2.2 KB
Unit_3_07_Bayes_Rule.rtf	3.8 KB
Unit_3_07a_Bayes_Rule_Graphically.rtf	3.5 KB
Unit_3_07b_Answer.rtf	1.0 KB
Unit_3_08_More_Complex_Bayes_Networks.rtf	3.3 KB
Unit_3_08a_Two_Test_Cancer_Example.rtf	2.9 KB
Unit_3_08b_Answer.rtf	2.5 KB
Unit_3_08c_Question.rtf	1.1 KB
Unit_3_08d_Answer.rtf	2.0 KB
Unit_3_09_Conditional_Independence.rtf	3.9 KB
Unit_3_09a_Answer.rtf	1.4 KB
Unit_3_09b_Question.rtf	2.3 KB
Unit_3_09c_Answer.rtf	41.0 KB
Unit_3_09d_Absolute_vs_Conditional_Independence.rtf	2.5 KB
Unit_3_09e_Answer.rtf	1.6 KB
Unit_3_10_Different_Type_of_Bayes_Network.rtf	3.5 KB
Unit_3_10a_Answer.rtf	1.6 KB
Unit_3_11_Explaining_Away.rtf	2.8 KB
Unit_3_11a_Answer.rtf	2.2 KB
Unit_3_11b_Question.rtf	1.8 KB
Unit_3_11c_Answer.rtf	3.3 KB
Unit_3_11d_Question.rtf	2.6 KB
Unit_3_11e_Answer.rtf	2.1 KB
Unit_3_11f_Conclusion.rtf	38.7 KB
Unit_3_12_General_Bayes_Networks.rtf	4.9 KB
Unit_3_12a_Answer.rtf	1.2 KB
Unit_3_12b_Question.rtf	37.6 KB
Unit_3_12c_Answer.rtf	1.3 KB
Unit_3_12d_Question.rtf	44.9 KB
Unit_3_12e_Answer.rtf	1.6 KB
Unit_3_12f_Value_of_the_Network.rtf	1.1 KB
Unit_3_13_D-Separation.rtf	2.7 KB
Unit_3_13a_Answer.rtf	1.7 KB
Unit_3_13b_D-Separation_Example.rtf	2.3 KB
Unit_3_13c_Answer.rtf	2.1 KB
Unit_3_13d_D-Separation_General_Definition.rtf	6.6 KB
Unit_3_13e_Answer.rtf	1.9 KB
Unit_3_14_Congratulations.rtf	1.8 KB
/Transcripts/Unit 4/
Unit_4_01_Probabilistic_Interference.rtf	36.5 KB
Unit_4_01a_Answer.rtf	0.9 KB
Unit_4_02_Enumeration.rtf	39.4 KB
Unit_4_02a_Answers.rtf	2.2 KB
Unit_4_03_Speeding_up_Enumeration.rtf	5.0 KB
Unit_4_03a_Answer.rtf	1.2 KB
Unit_4_03b_Second_Question.rtf	30.2 KB
Unit_4_03c_Second_Answer.rtf	29.4 KB
Unit_4_03d_Third_Question.rtf	30.2 KB
Unit_4_03e_Third_Answer.rtf	29.7 KB
Unit_4_03f_Fourth_Question.rtf	30.7 KB
Unit_4_03g_Fourth_Answer.rtf	30.5 KB
Unit_4_03h_Causal_Direction.rtf	29.4 KB
Unit_4_04_Variable_Elimination.rtf	36.0 KB
Unit_4_04a_Answer.rtf	28.7 KB
Unit_4_04b_More_Variable_Elimination.rtf	29.8 KB
Unit_4_04c_Answer.rtf	28.8 KB
Unit_4_04d_Even_More_Vaiable_Elimination.rtf	29.5 KB
Unit_4_04e_Answer.rtf	28.5 KB
Unit_4_04f_Summary.rtf	28.5 KB
Unit_4_05_Approximate_Inference_Sampling.rtf	30.4 KB
Unit_4_06_Sampling_Example.rtf	32.2 KB
Unit_4_06a_Answer.rtf	29.2 KB
Unit_4_06b_More_Sampling.rtf	37.1 KB
Unit_4_07_Rejection_Sampling.rtf	38.9 KB
Unit_4_08_Likelihood_Weighting.rtf	31.1 KB
Unit_4_08a_Answer.rtf	29.1 KB
Unit_4_08b_Likelihood_Weighting_is_Consistent.rtf	28.4 KB
Unit_4_08c_Likelihood_Weighting_Problems.rtf	30.4 KB
Unit_4_09_Gibbs_Sampling.rtf	20.5 KB
Unit_4_10_Monty_Hall_Problem.rtf	32.5 KB
/Unit 1 Welcome to AI/
1-1 Introduction.flv	4.8 MB
1-10 Chinese Translation 1 Question.flv	4.3 MB
1-10 Quiz.jpg	47.1 KB
1-11 Chinese Translation 2 Question.flv	2.6 MB
1-12 Chinese Translation 3.flv	5.2 MB
1-13 Summary.flv	3.1 MB
1-2 Course Overview Question.flv	6.7 MB
1-2 Quiz.jpg	13.0 KB
1-3 Intelligent Agents Question.flv	5.1 MB
1-3 Quiz.jpg	15.4 KB
1-4 Applications of AI.flv	21.1 MB
1-5 Explination.flv	2.9 MB
1-5 Quiz.jpg	13.8 KB
1-5 Terminology Question.flv	17.2 MB
1-6 Explination.flv	1.7 MB
1-6 Poker Question Question.flv	664.3 KB
1-6 Quiz.jpg	16.7 KB
1-7 Explination.flv	1.9 MB
1-7 Quiz.jpg	16.9 KB
1-7 Robot Car Question Question.flv	1.2 MB
1-8 AI and Uncertainty.flv	4.8 MB
1-9 Machine Translation Question.flv	14.7 MB
1-9 Quiz.jpg	46.4 KB
/Unit 10 Reinforcement Learning/
10-1 Introduction.flv	2.0 MB
10-10 Passive Agent Results.flv	3.4 MB
10-11 Explination.flv	3.4 MB
10-11 Quiz.jpg	20.1 KB
10-11 Weaknesses Question.flv	4.0 MB
10-12 Active Reinforcement Learning.flv	3.1 MB
10-13 Greedy Agent Results.flv	4.7 MB
10-14 Balancing Policy.flv	5.6 MB
10-15 Errors in Utility Question.flv	5.4 MB
10-15 Explination.flv	3.6 MB
10-15 Quiz.jpg	19.2 KB
10-16 Exploration Agents.flv	3.9 MB
10-17 Exploration Agent Results.flv	2.9 MB
10-18 Q Learning 1.flv	4.6 MB
10-19 Q Learning 2.flv	4.9 MB
10-2 Successes.flv	9.0 MB
10-20 Pacman 1.flv	5.8 MB
10-21 Pacman 2.flv	8.1 MB
10-22 Conclusion.flv	2.5 MB
10-3 Forms of Learning.flv	5.1 MB
10-4 Explination.flv	4.2 MB
10-4 Forms of Learning Question.flv	6.7 MB
10-4 Quiz.jpg	14.9 KB
10-5 MDP Review.flv	5.8 MB
10-6 Solving A MDP.flv	5.6 MB
10-7 Agents of Reinforcement Learning.flv	7.6 MB
10-8 Passive vs Active.flv	5.5 MB
10-9 Passive Temporal Difference Learning.flv	20.2 MB
Appends.txt	0.4 KB
/Unit 11 HMMs and Filters/
11-1 Introduction.flv	4.1 MB
11-10 Explination.flv	2.3 MB
11-10 Quiz.jpg	16.4 KB
11-10 Transition Probabilities Question.flv	1.1 MB
11-11 Explination.flv	6.7 MB
11-11 Laplacian Smoothing Question.flv	5.1 MB
11-11 Quiz.jpg	15.7 KB
11-12 HMM Happy Grumpy Problem.flv	13.7 MB
11-13 Explination.flv	3.2 MB
11-13 Happy Grumpy Question.flv	2.5 MB
11-13 Quiz.jpg	14.6 KB
11-14 Wow You Understand.flv	1.7 MB
11-15 HMMs and Robot Localization.flv	9.9 MB
11-16 HMM Equations.flv	8.5 MB
11-17 HMM Localization Example.flv	9.0 MB
11-18 Particle Filters.flv	12.4 MB
11-19 Localization and Particle Filters.flv	14.4 MB
11-2 Hidden Markov Models.flv	3.0 MB
11-20 Particle Filter Algorithm.flv	9.7 MB
11-21 Particle Filters Pros and Cons.flv	5.3 MB
11-22 Conclusion.flv	2.7 MB
11-3 Bayes Network of HMMs.flv	5.7 MB
11-4 Localization Problem Examples.flv	13.7 MB
11-5 Explination.flv	8.2 MB
11-5 Markov Chain Question 1.flv	3.9 MB
11-5 Quiz.jpg	15.1 KB
11-6 Explination.flv	4.3 MB
11-6 Markov Chain Question 2.flv	1.6 MB
11-6 Quiz.jpg	10.5 KB
11-7 Stationary Distribution.flv	8.9 MB
11-8 Explination.flv	5.5 MB
11-8 Quiz.jpg	10.8 KB
11-8 Stationary Distribution Question.flv	855.1 KB
11-9 Finding Transition Probabilities.flv	6.3 MB
/Unit 12 MDP Review/
12-1 Deterministic Question.flv	4.5 MB
12-1 Explination.flv	740.6 KB
12-1 Quiz.jpg	18.8 KB
12-2 Explination.flv	1.3 MB
12-2 Quiz.jpg	17.7 KB
12-2 Single Backup Question.flv	1.8 MB
12-3 Convergence Question.flv	1.8 MB
12-3 Explination.flv	2.4 MB
12-3 Quiz.jpg	18.5 KB
12-4 Explination.flv	1.7 MB
12-4 Optimal Policy Question.flv	1.5 MB
12-4 Quiz.jpg	20.0 KB
/Unit 13 Games/
13-1 Introduction.flv	1.6 MB
13-10 Complexity Reduction Question.flv	1.8 MB
13-10 Explination.flv	259.6 KB
13-10 Quiz.jpg	16.2 KB
13-11 Explination.flv	1.6 MB
13-11 Quiz.jpg	15.2 KB
13-11 Review Question.flv	3.5 MB
13-12 Reduce B.flv	5.6 MB
13-13 Explination.flv	1.5 MB
13-13 Quiz.jpg	19.6 KB
13-13 Reduce B Question.flv	446.4 KB
13-14 Reduce M.flv	8.3 MB
13-15 Computing State Values.flv	5.7 MB
13-16 Complexity Reduction Benefits.flv	9.4 MB
13-17 Explination.flv	6.2 MB
13-17 Pacman Question.flv	3.3 MB
13-17 Quiz.jpg	12.6 KB
13-18 Chance.flv	5.1 MB
13-19 Chance Question.flv	2.7 MB
13-19 Explination.flv	3.8 MB
13-19 Quiz.jpg	19.8 KB
13-2 Explination.flv	2.0 MB
13-2 Quiz.jpg	26.9 KB
13-2 Technologies Question.flv	4.3 MB
13-20 Explination.flv	2.5 MB
13-20 Quiz.jpg	20.2 KB
13-20 Terminal State Question.flv	577.0 KB
13-21 Explination.flv	926.0 KB
13-21 Game Tree Question 1.flv	1.1 MB
13-21 Quiz.jpg	10.9 KB
13-22 Explination.flv	1.8 MB
13-22 Game Tree Question 2.flv	2.8 MB
13-22 Quiz.jpg	12.5 KB
13-23 Conclusion.flv	5.8 MB
13-3 Explination.flv	6.2 MB
13-3 Games Question.flv	3.9 MB
13-3 Quiz.jpg	28.0 KB
13-4 Single Player Game.flv	7.0 MB
13-5 Two Player Game.flv	12.9 MB
13-6 Two Player Function.flv	5.7 MB
13-7 Explination.flv	726.4 KB
13-7 Quiz.jpg	15.7 KB
13-7 Time Complexity Question.flv	3.1 MB
13-8 Explination.flv	1.8 MB
13-8 Quiz.jpg	14.6 KB
13-8 Space Complexity Question.flv	1.5 MB
13-9 Chess Question.flv	2.6 MB
13-9 Explination.flv	762.6 KB
13-9 Quiz.jpg	21.2 KB
Appends.txt	0.2 KB
/Unit 14 Game Theory/
14-1 Introduction.flv	5.6 MB
14-10 Solving the Game.flv	7.5 MB
14-11 Mixed Strategy Issues.flv	8.6 MB
14-12 2x2 Game Question 1.flv	2.6 MB
14-12 Explination.flv	2.3 MB
14-12 Quiz.jpg	14.9 KB
14-13 2x2 Game Question 2.flv	1.4 MB
14-13 Explination.flv	5.2 MB
14-13 Quiz.jpg	15.0 KB
14-14 Geometric Interpretation.flv	6.0 MB
14-15 Poker.flv	11.4 MB
14-16 Game Theory Strategies.flv	6.4 MB
14-17 Explination.flv	6.3 MB
14-17 Fed vs Politicians Question.flv	3.5 MB
14-17 Quiz.jpg	23.0 KB
14-18 Mechanism Design.flv	6.4 MB
14-19 Auction Question.flv	9.2 MB
14-19 Explination.flv	3.3 MB
14-19 Quiz.jpg	20.2 KB
14-2 Dominant Strategy Question.flv	9.4 MB
14-2 Explination.flv	1.9 MB
14-2 Quiz.jpg	12.3 KB
14-3 Explination.flv	912.7 KB
14-3 Pareto Optimal Question.flv	1.9 MB
14-3 Quiz.jpg	15.7 KB
14-4 Equilibrium Question.flv	1.8 MB
14-4 Explination.flv	2.9 MB
14-4 Quiz.jpg	16.2 KB
14-5 Explination.flv	1.5 MB
14-5 Game Console Question 1.flv	5.0 MB
14-5 Quiz.jpg	18.7 KB
14-6 Explination.flv	1.2 MB
14-6 Game Console Question 2.flv	511.9 KB
14-6 Quiz.jpg	20.1 KB
14-7 2 Finger Morra.flv	6.0 MB
14-8 Explination.flv	3.9 MB
14-8 Quiz.jpg	19.9 KB
14-8 Tree Question.flv	6.0 MB
14-9 Mixed Strategy.flv	7.9 MB
Appends.txt	0.4 KB
/Unit 15 Advanced Planning/
15-1 Introduction.flv	2.1 MB
15-10 Conformant Plan Question.flv	6.3 MB
15-10 Explination.flv	1.5 MB
15-10 Quiz.jpg	30.4 KB
15-11 Explination.flv	3.3 MB
15-11 Quiz.jpg	32.2 KB
15-11 Sensory Plan Question.flv	1.9 MB
15-2 Scheduling.flv	2.6 MB
15-3 Explination.flv	3.3 MB
15-3 Quiz.jpg	28.5 KB
15-3 Schedule Question.flv	6.0 MB
15-4 Explination.flv	3.1 MB
15-4 Quiz.jpg	28.2 KB
15-4 Resources Question.flv	4.3 MB
15-5 Extending Planning.flv	3.2 MB
15-6 Hierarchical Planning.flv	4.6 MB
15-7 Refinement Planning.flv	5.6 MB
15-8 Reachable States.flv	6.0 MB
15-9 Explination.flv	3.3 MB
15-9 Quiz.jpg	23.7 KB
15-9 Reachable States Question.flv	6.6 MB
/Unit 16 Computer Vision I/
16-1 Introduction.flv	8.1 MB
16-10 Computer Vision.flv	5.2 MB
16-11 Explination.flv	581.7 KB
16-11 Invariance Question A.flv	4.7 MB
16-11 Quiz.jpg	12.1 KB
16-12 Explination.flv	1.3 MB
16-12 Invariance Question B.flv	1.2 MB
16-12 Quiz.jpg	12.4 KB
16-13 Explination.flv	1.3 MB
16-13 Invariance Question C.flv	993.5 KB
16-13 Quiz.jpg	13.1 KB
16-14 Explination.flv	734.0 KB
16-14 Invariance Question D.flv	1.1 MB
16-14 Quiz.jpg	13.5 KB
16-15 Explination.flv	542.7 KB
16-15 Invariance Question E.flv	893.9 KB
16-15 Quiz.jpg	14.1 KB
16-16 Final Invariance Type.flv	1.9 MB
16-17 Importance of Invariance.flv	2.3 MB
16-18 Greyscale Images.flv	6.2 MB
16-19 Extracting Features.flv	10.8 MB
16-2 Image Formation.flv	9.6 MB
16-20 Explination.flv	1.7 MB
16-20 Extracting Features Question.flv	1.3 MB
16-20 Quiz.jpg	11.9 KB
16-21 Linear Filter.flv	5.3 MB
16-22 Explination.flv	1.5 MB
16-22 Horizontal Edge Question.flv	1.3 MB
16-22 Quiz.jpg	13.2 KB
16-23 Explination.flv	1.4 MB
16-23 Quiz.jpg	11.1 KB
16-23 Vertical Edge Question.flv	1.1 MB
16-24 Filter Results.flv	2.5 MB
16-25 Gradient Images.flv	5.8 MB
16-26 Canny Edge Detector.flv	5.3 MB
16-27 Other Masks.flv	2.1 MB
16-28 Explination.flv	665.2 KB
16-28 Prewitt Mask Question.flv	881.1 KB
16-28 Quiz.jpg	13.3 KB
16-29 Explination.flv	1.6 MB
16-29 Gaussian Kernel Question.flv	3.2 MB
16-29 Quiz.jpg	14.4 KB
16-3 Explination.flv	2.6 MB
16-3 Projection Length Question.flv	1.4 MB
16-3 Quiz.jpg	11.8 KB
16-30 Reasons for Gaussian Kernels.flv	11.6 MB
16-31 Harris Corner Detector.flv	9.3 MB
16-32 Modern Feature Detectors.flv	5.7 MB
16-33 Conclusion.flv	2.6 MB
16-4 Explination.flv	1.4 MB
16-4 Focal Length Question.flv	1.2 MB
16-4 Quiz.jpg	12.0 KB
16-5 Explination.flv	1.8 MB
16-5 Quiz.jpg	12.8 KB
16-5 Range Question.flv	2.3 MB
16-6 Perspective Projection.flv	4.2 MB
16-7 Vanishing Points.flv	4.6 MB
16-8 Explination.flv	2.3 MB
16-8 Quiz.jpg	13.9 KB
16-8 Vanishing Points Question.flv	1.4 MB
16-9 Lenses.flv	7.5 MB
Appends.txt	0.2 KB
/Unit 17 Computer Vision II/
17-1 Introduction.flv	2.4 MB
17-10 SSD Minimization.flv	6.6 MB
17-11 Disparity Maps.flv	7.4 MB
17-12 Context Question.flv	5.0 MB
17-12 Explination.flv	2.4 MB
17-12 Quiz.jpg	14.0 KB
17-13 Alignment 1 Question.flv	4.4 MB
17-13 Explination.flv	1.5 MB
17-13 Quiz.jpg	19.4 KB
17-14 Alignment 2 Question.flv	1.5 MB
17-14 Explination.flv	3.0 MB
17-14 Quiz.jpg	21.5 KB
17-15 Dynamic Programming.flv	13.6 MB
17-16 Explination.flv	2.4 MB
17-16 Pixel Correspondence Question 1.flv	2.3 MB
17-16 Quiz.jpg	13.9 KB
17-17 Explination.flv	3.5 MB
17-17 Pixel Correspondence Question 2.flv	1.8 MB
17-17 Quiz.jpg	13.3 KB
17-18 Finding the Best Alignment.flv	1.8 MB
17-19 Correspondence Issues.flv	4.4 MB
17-2 Depth Question.flv	1.4 MB
17-2 Explination.flv	3.2 MB
17-2 Quiz.jpg	16.4 KB
17-20 Improving Stereo Vision.flv	10.2 MB
17-3 Explination.flv	4.3 MB
17-3 Quiz.jpg	19.9 KB
17-3 Stereo Question.flv	1.2 MB
17-4 Solving for Dpeth.flv	6.4 MB
17-5 Explination.flv	942.9 KB
17-5 Quiz.jpg	13.8 KB
17-5 Solve Depth Question.flv	2.1 MB
17-6 Change in X Question.flv	1.5 MB
17-6 Explination.flv	889.4 KB
17-6 Quiz.jpg	11.8 KB
17-7 Explination.flv	974.4 KB
17-7 Focal Length Question.flv	1.6 MB
17-7 Quiz.jpg	10.7 KB
17-8 Correspondence Question.flv	1.9 MB
17-8 Explination.flv	3.8 MB
17-8 Quiz.jpg	12.7 KB
17-9 Determine Corresponsence Question.flv	6.6 MB
17-9 Explination.flv	642.9 KB
17-9 Quiz.jpg	12.9 KB
Appends.txt	0.1 KB
/Unit 18 Computer Vision III/
18-1 Explination.flv	1.7 MB
18-1 Quiz.jpg	12.5 KB
18-1 Structure From Motion Question.flv	5.5 MB
18-2 Explination.flv	2.8 MB
18-2 Projection Question.flv	2.3 MB
18-2 Quiz.jpg	10.4 KB
18-3 Structure from Motion Models.flv	12.9 MB
18-4 SFM Math.flv	5.3 MB
18-5 Explination.flv	3.3 MB
18-5 Quiz.jpg	15.1 KB
18-5 Recovered Unknowns Question.flv	5.7 MB
18-6 Conclusion.flv	2.8 MB
/Unit 19 Robotics I/
10-4 Explination.flv	2.3 MB
19-1 Autonomous Vehicle Into 1.flv	19.7 MB
19-10 Localization.flv	5.4 MB
19-11 Monte Carlo Localization.flv	9.8 MB
19-12 Explination.flv	2.5 MB
19-12 Localization Question 1.flv	1.6 MB
19-12 Quiz.jpg	14.1 KB
19-13 Explination.flv	3.4 MB
19-13 Localization Question 2.flv	1.5 MB
19-13 Quiz.jpg	15.1 KB
19-2 Autonomous Vehicle Into 2.flv	27.0 MB
19-3 Robotics Introduction.flv	1.5 MB
19-4 Quiz.jpg	12.2 KB
19-4 Robotics Question.flv	1.8 MB
19-5 Explination.flv	2.2 MB
19-5 Kinematic Question 1.flv	3.2 MB
19-5 Quiz.jpg	14.2 KB
19-6 Explination.flv	1.4 MB
19-6 Kinematic Question 2.flv	794.2 KB
19-6 Quiz.jpg	12.4 KB
19-7 Dynamic Question.flv	700.0 KB
19-7 Explination.flv	2.5 MB
19-7 Quiz.jpg	11.6 KB
19-8 Explination.flv	1.9 MB
19-8 Helicopter Question 1.flv	1.1 MB
19-8 Quiz.jpg	8.4 KB
19-9 Explination.flv	1.8 MB
19-9 Helicopter Question 2.flv	366.0 KB
19-9 Quiz.jpg	12.9 KB
Appends.txt	0.0 KB
/Unit 2 Problem Solving/
2-1 Introduction Question.flv	4.8 MB
2-1 Quiz.jpg	17.7 KB
2-10 Breadth First Search 4.flv	1.6 MB
2-11 Breadth First Search 5.flv	4.9 MB
2-12 Quiz.jpg	26.4 KB
2-12 Uniform Cost Search Question.flv	2.8 MB
2-13 Quiz.jpg	26.7 KB
2-13 Uniform Cost Search 1 Question.flv	2.6 MB
2-14 Quiz.jpg	28.2 KB
2-14 Uniform Cost Search 2 Question.flv	3.1 MB
2-15 Quiz.jpg	28.2 KB
2-15 Uniform Cost Search 3 Question.flv	995.8 KB
2-16 Quiz.jpg	32.3 KB
2-16 Uniform Cost Search 4 Question.flv	4.0 MB
2-17 Uniform Cost Search 5.flv	5.7 MB
2-18 Quiz.jpg	20.7 KB
2-18 Search Comparison Question.flv	5.9 MB
2-19 Search Comparison 1.flv	5.9 MB
2-2 What is a Problem.flv	14.0 MB
2-20 Quiz.jpg	23.4 KB
2-20 Search Comparison 2 Question.flv	6.6 MB
2-21 Search Comparison 3.flv	2.6 MB
2-22 More on Uniform Cost.flv	14.5 MB
2-23 Astar Search Question.flv	11.5 MB
2-23 Explination.flv	964.4 KB
2-23 Quiz.jpg	30.4 KB
2-24 Astar Search 1 Question.flv	3.0 MB
2-24 Explination.flv	898.0 KB
2-24 Quiz.jpg	32.6 KB
2-25 Astar Search 2 Question.flv	1.4 MB
2-25 Explination.flv	619.0 KB
2-25 Quiz.jpg	33.8 KB
2-26 Astar Search 3 Question.flv	1.9 MB
2-26 Explination.flv	1.5 MB
2-26 Quiz.jpg	35.4 KB
2-27 Astar Search 4 Question.flv	5.3 MB
2-27 Quiz.jpg	30.7 KB
2-28 Astar Search 5.flv	2.7 MB
2-29 Optimistic Hueristic.flv	4.5 MB
2-3 Example Route Finding.flv	9.7 MB
2-3 Sliding Blocks Puzzle 2.flv	10.6 MB
2-30 Quiz.jpg	14.2 KB
2-30 State Spaces Question.flv	3.1 MB
2-31 State Spaces 1.flv	1.9 MB
2-32 Quiz.jpg	20.0 KB
2-32 State Spaces 2 Question.flv	6.1 MB
2-33 State Spaces 3.flv	3.1 MB
2-34 Quiz.jpg	27.5 KB
2-34 Sliding Blocks Puzzle Question.flv	5.9 MB
2-35 Sliding Blocks Puzzle 1.flv	2.3 MB
2-37 Problems with Search.flv	6.1 MB
2-38 A Note on Implementation.flv	8.5 MB
2-4 Quiz.jpg	23.3 KB
2-4 Tree Search Question.flv	10.5 MB
2-5 Tree Search Continued.flv	9.4 MB
2-6 Graph Search Question.flv	3.5 MB
2-6 Quiz.jpg	23.9 KB
2-7 Breadth First Search 1 Question.flv	2.3 MB
2-7 Quiz.jpg	24.5 KB
2-8 Breadth First Search 2.flv	700.1 KB
2-9 Breadth First Search 3 Question.flv	2.1 MB
2-9 Quiz.jpg	26.4 KB
Appends.txt	1.2 KB
/Unit 20 Robotics II/
20-1 Prediction.flv	4.6 MB
20-10 Path Planning Examples.flv	10.5 MB
20-11 Conclusion.flv	4.3 MB
20-2 Explination.flv	7.3 MB
20-2 Measurement Question.flv	8.0 MB
20-2 Quiz.jpg	17.6 KB
20-3 Explination.flv	1.0 MB
20-3 Quiz.jpg	17.7 KB
20-3 Resampling Question.flv	5.8 MB
20-4 Explination.flv	805.2 KB
20-4 Planning Question.flv	3.1 MB
20-4 Quiz.jpg	13.7 KB
20-5 Road Graph.flv	4.1 MB
20-6 Cost Question.flv	4.8 MB
20-6 Explination.flv	2.8 MB
20-6 Quiz.jpg	18.0 KB
20-7 Dynamic Programming 1.flv	14.8 MB
20-8 Dynamic Programming 2.flv	10.3 MB
20-9 Robotic Path Planning.flv	8.8 MB
/Unit 21 Natural Language Processing I/
21-1 Introduction.flv	4.3 MB
21-10 N Gram Model Samples.flv	3.8 MB
21-11 Explination.flv	983.7 KB
21-11 N Gram Model Question.flv	2.4 MB
21-11 Quiz.jpg	28.9 KB
21-12 Explination.flv	1.7 MB
21-12 Probability Question.flv	5.8 MB
21-12 Quiz.jpg	11.8 KB
21-13 Explination.flv	4.3 MB
21-13 Language Question.flv	3.6 MB
21-13 Quiz.jpg	10.5 KB
21-14 Explination.flv	1.0 MB
21-14 Letter Bigram Question.flv	2.1 MB
21-14 Quiz.jpg	17.9 KB
21-15 Explination.flv	727.5 KB
21-15 Quiz.jpg	13.7 KB
21-15 Trigram Model Question.flv	3.3 MB
21-16 Classification.flv	5.0 MB
21-17 Classification Question.flv	1.7 MB
21-17 Explination.flv	1.3 MB
21-17 Quiz.jpg	15.7 KB
21-18 Gzip.flv	7.6 MB
21-19 Segmentation.flv	4.1 MB
21-2 Language Models.flv	9.4 MB
21-20 Segmentation Probabilistic Model.flv	4.9 MB
21-21 Explination.flv	1.3 MB
21-21 Probabilistic Model Question.flv	2.0 MB
21-21 Quiz.jpg	11.2 KB
21-22 Best Segmentation 1.flv	5.2 MB
21-23 Best Segmentation 2.flv	6.8 MB
21-24 Segment Code.flv	2.8 MB
21-25 Explination.flv	2.5 MB
21-25 Quiz.jpg	20.0 KB
21-25 Segment Question 1.flv	3.9 MB
21-26 Explination.flv	3.3 MB
21-26 Quiz.jpg	25.4 KB
21-26 Segment Question 2.flv	1.6 MB
21-27 Spelling Correction.flv	8.4 MB
21-28 Spelling Data.flv	6.1 MB
21-29 Correction Example.flv	13.6 MB
21-3 Bag of Words.flv	3.2 MB
21-30 Software Engineering.flv	9.7 MB
21-4 Probabilistic Models.flv	18.1 MB
21-5 Language and Learning.flv	6.4 MB
21-6 Explination.flv	5.4 MB
21-6 Language Models Question.flv	1.5 MB
21-6 Quiz.jpg	36.9 KB
21-7 Unigram Model Samples.flv	3.2 MB
21-8 Bigram Model Samples.flv	1.9 MB
21-9 Trigram Model Samples.flv	1.6 MB
/Unit 22 Natural Language Processing II/
22-1 Sentence Structure.flv	7.4 MB
22-10 Parsing into a Tree.flv	12.3 MB
22-11 Machine Translation.flv	8.7 MB
22-12 Translation Example.flv	16.3 MB
22-2 Explination.flv	7.3 MB
22-2 Parses Question.flv	11.0 MB
22-2 Quiz.jpg	19.1 KB
22-3 Explination.flv	7.8 MB
22-3 Problems and Solutions Question.flv	5.9 MB
22-3.jpg	20.1 KB
22-4 Writing Grammars.flv	8.1 MB
22-5 PCFG.flv	11.2 MB
22-6 Explination.flv	2.5 MB
22-6 PCFG Question.flv	1.5 MB
22-6 Quiz.jpg	22.1 KB
22-7 Probability Origins.flv	10.1 MB
22-8 Resolving Ambiguity.flv	8.7 MB
22-9 LPCFG.flv	17.6 MB
/Unit 3 Probability in AI/
3-1 Introduction.flv	23.3 MB
3-10 Explination.flv	289.4 KB
3-10 Quiz.jpg	16.3 KB
3-10 Weather Question.flv	1.4 MB
3-11 Explination.flv	245.9 KB
3-11 Quiz.jpg	21.2 KB
3-11 Weather 2 Question.flv	765.9 KB
3-12 Explination.flv	4.7 MB
3-12 Quiz.jpg	23.6 KB
3-12 Weather 3 Question.flv	1.1 MB
3-13 Cancer Q.flv	1.1 MB
3-13 Quiz.jpg	13.3 KB
3-14 Cancer 2 Question.flv	1.5 MB
3-14 Quiz.jpg	13.6 KB
3-15 Cancer 3 Question.flv	3.4 MB
3-15 Explination.flv	2.4 MB
3-15 Quiz.jpg	23.0 KB
3-16 Cancer 4 Question.flv	439.2 KB
3-16 Explination.flv	6.5 MB
3-16 Quiz.jpg	24.3 KB
3-17 Bayes Rule.flv	12.2 MB
3-18 Bayes Network Question.flv	6.5 MB
3-18 Explination.flv	1.3 MB
3-18 Quiz.jpg	21.8 KB
3-19 Computer Bayes Rule.flv	11.1 MB
3-2 Explination.flv	1.0 MB
3-2 Probability_Coin Flip Question.flv	2.2 MB
3-2 Quiz.jpg	9.2 KB
3-20 Explination.flv	6.9 MB
3-20 Quiz.jpg	20.8 KB
3-20 Two Test Cancer Question.flv	4.0 MB
3-21 Explination.flv	5.6 MB
3-21 Quiz.jpg	26.8 KB
3-21 Two Test Cancer 2 Question.flv	944.7 KB
3-22 Conditional Independence Question.flv	13.9 MB
3-22 Explination.flv	2.8 MB
3-22 Quiz.jpg	17.0 KB
3-23 Conditional Independence 2 Question.flv	2.7 MB
3-23 Explination.flv	13.1 MB
3-23 Quiz.jpg	16.3 KB
3-24 Absolute and Conditional Question.flv	2.0 MB
3-24 Explination.flv	137.0 KB
3-24 Quiz.jpg	14.1 KB
3-25 Confounding Cause Question.flv	10.4 MB
3-25 Explination.flv	3.1 MB
3-25 Quiz.jpg	27.1 KB
3-26 Explaining Away Question.flv	8.1 MB
3-26 Explination.flv	6.6 MB
3-26 Quiz.jpg	25.2 KB
3-27 Explaining Away 2 Question.flv	2.4 MB
3-27 Explination.flv	15.3 MB
3-27 Quiz.jpg	25.2 KB
3-28 Explaining Away 3 Question.flv	9.7 MB
3-28 Explination.flv	6.5 MB
3-28 Quiz.jpg	25.2 KB
3-29 Conditional Dependence.flv	14.5 MB
3-3 Coin Flip 2 Question.flv	466.1 KB
3-3 Explination.flv	928.6 KB
3-3 Quiz.jpg	11.9 KB
3-30 Explination.flv	1.5 MB
3-30 General Bayes Net Question.flv	11.9 MB
3-30 Quiz.jpg	20.5 KB
3-31 Explination.flv	1.3 MB
3-31 General Bayes Net 2 Question.flv	1.4 MB
3-31 Quiz.jpg	19.2 KB
3-32 Explination.flv	3.0 MB
3-32 General Bayes Net 3 Question.flv	2.7 MB
3-32 Quiz.jpg	40.4 KB
3-33 Value of a Network.flv	2.0 MB
3-34 D-Separation Question.flv	2.8 MB
3-34 Explination.flv	3.7 MB
3-34 Quiz.jpg	18.9 KB
3-35 D-Separation 2 Question.flv	3.6 MB
3-35 Explination.flv	6.5 MB
3-35 Quiz.jpg	17.5 KB
3-36 D-Separation 3 Question.flv	11.6 MB
3-36 Explination.flv	5.3 MB
3-36 Quiz.jpg	17.0 KB
3-37 Congratulations!.flv	4.3 MB
3-4 Coin Flip 3 Question.flv	767.4 KB
3-4 Explination.flv	801.3 KB
3-4 Quiz.jpg	17.2 KB
3-5 Coin Flip 4 Question.flv	1.8 MB
3-5 Explination.flv	1.3 MB
3-5 Quiz.jpg	13.6 KB
3-6 Coin Flip 5 Question.flv	565.2 KB
3-6 Explination.flv	1.5 MB
3-6 Quiz.jpg	17.6 KB
3-7 Probability Summary.flv	2.5 MB
3-8 Dependence Question.flv	3.5 MB
3-8 Explination.flv	3.7 MB
3-8 Quiz.jpg	14.4 KB
3-9 What we Learned.flv	3.6 MB
Appends.txt	0.3 KB
/Unit 4 Probabilistic Inference/
4-1 Explination.flv	648.2 KB
4-1 Overview and Example Question.flv	15.2 MB
4-1 Quiz.jpg	29.7 KB
4-10 Explination.flv	1.1 MB
4-10 Quiz.jpg	12.0 KB
4-10 Variable Elimination Question 3.flv	1.7 MB
4-11 Variable Elimination 4.flv	1.1 MB
4-12 Approximate Inference.flv	7.0 MB
4-13 Explination.flv	3.6 MB
4-13 Quiz.jpg	22.1 KB
4-13 Sampling Example Question.flv	7.4 MB
4-14 Approximate Inference 2.flv	6.0 MB
4-15 Rejection Sampling.flv	6.5 MB
4-16 Explination.flv	2.0 MB
4-16 Likelihood Weighting Question.flv	6.2 MB
4-16 Quiz.jpg	25.0 KB
4-17 Likelihood Weighting 1.flv	1.1 MB
4-18 Likelihood Weighting 2.flv	3.1 MB
4-19 Gibbs Sampling.flv	6.0 MB
4-2 Enumeration Question.flv	14.4 MB
4-2 Explination.flv	6.5 MB
4-2 Quiz.jpg	33.2 KB
4-20 Explination.flv	5.7 MB
4-20 Monty Hall Problem Question.flv	4.3 MB
4-20 Quiz.jpg	27.1 KB
4-21 Monty Hall Letter.flv	2.4 MB
4-3 Explination.flv	1.3 MB
4-3 Quiz.jpg	18.7 KB
4-3 Speeding Up Enumeration Question.flv	11.4 MB
4-4 Explination.flv	1.9 MB
4-4 Quiz.jpg	9.3 KB
4-4 Speeding Up Enumeration Question 2.flv	724.4 KB
4-5 Explination.flv	639.8 KB
4-5 Quiz.jpg	9.2 KB
4-5 Speeding Up Enumeration Question 3.flv	649.5 KB
4-6 Explination.flv	1.5 MB
4-6 Quiz.jpg	10.3 KB
4-6 Speeding Up Enumeration Question 4.flv	426.3 KB
4-7 Causal Direction.flv	1.0 MB
4-8 Explination.flv	1.5 MB
4-8 Quiz.jpg	18.2 KB
4-8 Variable Elimination Question.flv	15.2 MB
4-9 Explination.flv	2.1 MB
4-9 Quiz.jpg	17.9 KB
4-9 Variable Elimination Question 2.flv	1.6 MB
Appends.txt	0.7 KB
/Unit 5 Machine Learning/
5-1 Introduction.flv	3.9 MB
5-10 Explination.flv	1.6 MB
5-10 Quiz.jpg	19.9 KB
5-10 Relationship to Bayes Question.flv	4.4 MB
5-11 Explination.flv	3.4 MB
5-11 Question.flv	1.5 MB
5-11 Quiz.jpg	21.7 KB
5-12 Explination.flv	3.4 MB
5-12 Question.flv	1.2 MB
5-12 Quiz.jpg	21.3 KB
5-13 Question.flv	1.1 MB
5-13 Quiz.jpg	21.4 KB
5-14 Answer and Laplace Smoothing Question.flv	10.8 MB
5-14 Explination.flv	4.0 MB
5-14 Quiz.jpg	15.6 KB
5-15 Explination.flv	4.2 MB
5-15 Question.flv	1.4 MB
5-15 Quiz.jpg	24.4 KB
5-16 Explination.flv	3.2 MB
5-16 Question.flv	1.2 MB
5-16 Quiz.jpg	21.5 KB
5-17 Summary Naive Bayes.flv	5.8 MB
5-18 Advanced SPAM Filtering.flv	4.8 MB
5-19 Digit Recognition.flv	8.0 MB
5-2 Explination.flv	2.6 MB
5-2 Quiz.jpg	19.8 KB
5-2 What is Machine Learning Question.flv	6.1 MB
5-20 Overfitting Prevention.flv	11.4 MB
5-21 Classification vs Regression Question.flv	6.7 MB
5-21 Explination.flv	1.5 MB
5-21 Quiz.jpg	20.8 KB
5-22 Explination.flv	4.2 MB
5-22 Linear Regression Question.flv	9.3 MB
5-22 Quiz.jpg	12.7 KB
5-23 More Linear Regression.flv	3.3 MB
5-24 Explination.flv	4.8 MB
5-24 Quadratic Loss Question.flv	13.4 MB
5-24 Quiz.jpg	14.3 KB
5-25 Explination.flv	3.3 MB
5-25 Problems with Linear Regression Question.flv	7.1 MB
5-25 Quiz.jpg	12.7 KB
5-26 Linear Regression and Complexity Control.flv	5.4 MB
5-27 Explination.flv	2.8 MB
5-27 Minimizing Complicated Loss Functions Question.flv	5.8 MB
5-27 Quiz.jpg	16.1 KB
5-28 Explination.flv	1.1 MB
5-28 Question.flv	1.6 MB
5-28 Quiz.jpg	12.2 KB
5-29 Question.flv	1.2 MB
5-29 Quiz.jpg	14.7 KB
5-3 Stanley DARPA Grand Challenge.flv	7.3 MB
5-30 Answer.flv	3.5 MB
5-31 Gradient Descent Implementation.flv	5.5 MB
5-32 Explination.flv	18.9 MB
5-32 Perceptron Question.flv	14.1 MB
5-32 Quiz.jpg	14.2 KB
5-33 k Nearest Neighbors Question.flv	6.6 MB
5-33 Quiz.jpg	10.7 KB
5-34 Explination.flv	2.2 MB
5-34 kNN Definition Question.flv	3.7 MB
5-34 Quiz.jpg	13.2 KB
5-35 k as Smoothing Parameter.flv	5.7 MB
5-36 Problems with kNN.flv	6.9 MB
5-37 Congratulations.flv	4.0 MB
5-4 Taxonomy.flv	12.5 MB
5-5 Quiz.jpg	17.6 KB
5-5 Supervised Learning Question.flv	10.5 MB
5-6 Occam's Razor.flv	8.9 MB
5-7 Explination.flv	1.7 MB
5-7 Quiz.jpg	18.3 KB
5-7 SPAM Detection Question.flv	14.4 MB
5-8 Explination.flv	868.7 KB
5-8 Question.flv	868.0 KB
5-8 Quiz.jpg	17.9 KB
5-9 Explination.flv	1.6 MB
5-9 Maximum Likelihood_1 Question.flv	14.7 MB
5-9 Quiz.jpg	22.3 KB
Appends.txt.txt	0.6 KB
/Unit 6 Unsupervised Learning/
6-1 Explination.flv	1.4 MB
6-1 Quiz.jpg	17.7 KB
6-1 Unsupervised Learning Question.flv	3.9 MB
6-10 Gaussian Learning.flv	7.2 MB
6-11 Explination.flv	1.8 MB
6-11 Maximum Likelihood Question.flv	13.6 MB
6-11 Quiz.jpg	12.4 KB
6-12 Explination.flv	1.2 MB
6-12 Question.flv	579.8 KB
6-12 Quiz.jpg	14.2 KB
6-13 Explination.flv	1.9 MB
6-13 Question.flv	2.6 MB
6-13 Quiz.jpg	19.8 KB
6-14 Gaussian Summary.flv	970.5 KB
6-15 EM as Generalization of k-Means.flv	4.7 MB
6-16 EM Algorithm Question.flv	10.5 MB
6-16 Explination.flv	880.4 KB
6-16 Quiz.jpg	10.5 KB
6-17 Explination.flv	478.2 KB
6-17 Question.flv	1.2 MB
6-17 Quiz.jpg	18.1 KB
6-18 Explination.flv	2.2 MB
6-18 Question.flv	2.6 MB
6-18 Quiz.jpg	11.9 KB
6-19 Choosing k.flv	6.5 MB
6-2 Explination.flv	3.0 MB
6-2 Question.flv	2.3 MB
6-2 Quiz.jpg	18.0 KB
6-20 Clustering Summary.flv	2.3 MB
6-21 Dimensionality Reduction Question.flv	1.4 MB
6-21 Explination.flv	622.0 KB
6-21Quiz.jpg	18.3 KB
6-22 Explination.flv	1.6 MB
6-22 Question.flv	429.6 KB
6-22 Quiz.jpg	13.2 KB
6-23 Linear Dimensionality Reduction.flv	9.5 MB
6-24 Face Examples.flv	7.1 MB
6-25 Scan Example.flv	12.5 MB
6-26 Piece-Wise Linear Projection.flv	1.8 MB
6-27 Explination.flv	1.9 MB
6-27 Quiz.jpg	20.5 KB
6-27 Spectral Clustering Question.flv	2.4 MB
6-28 Explination.flv	288.8 KB
6-28 Quiz.jpg	19.4 KB
6-28 Spectral Clustering Algorithm Question.flv	18.1 MB
6-29 Explination.flv	738.0 KB
6-29 Question.flv	934.8 KB
6-29 Quiz.jpg	22.7 KB
6-3 Terminology.flv	4.8 MB
6-30 Supervised vs Unsupervised Learning.flv	6.3 MB
6-4 Google Street View and Clustering.flv	8.1 MB
6-5 k-Means Clustering Example.flv	6.2 MB
6-6 Explination.flv	965.5 KB
6-6 k-Means Algorithm Question.flv	6.4 MB
6-6 Quiz.jpg	16.0 KB
6-7 Explination.flv	1.9 MB
6-7 Question.flv	982.4 KB
6-7 Quiz.jpg	11.3 KB
6-8 Explination.flv	1.4 MB
6-8 Question.flv	738.5 KB
6-8 Quiz.jpg	10.6 KB
6-9 Expectation Maximization.flv	13.9 MB
Appends.txt	0.6 KB
/Unit 7 Representation with Logic/
7-1 Introduction.flv	3.8 MB
7-10 Syntax.flv	13.4 MB
7-11 Vacuum World.flv	10.6 MB
7-12 Explination.flv	4.4 MB
7-12 Quiz.jpg	12.8 KB
7-13 Explination.flv	6.8 MB
7-13 Question.flv	9.7 MB
7-13 Quiz.jpg	21.0 KB
7-2 Propositional Logic.flv	12.1 MB
7-3 Explination.flv	2.6 MB
7-3 Quiz.jpg	23.3 KB
7-3 Truth Tables Question.flv	8.8 MB
7-4 Explination.flv	4.3 MB
7-4 Question.flv	1.7 MB
7-4 Quiz.jpg	13.2 KB
7-5 Explination.flv	2.2 MB
7-5 Question.flv	3.1 MB
7-5 Quiz.jpg	9.9 KB
7-6 Explination.flv	5.5 MB
7-6 Quiz.jpg	17.1 KB
7-6 Terminology Question.flv	4.9 MB
7-7 Propositional Logic Limitations.flv	4.2 MB
7-8 First Order Logic.flv	12.1 MB
7-9 Models.flv	12.8 MB
Appends.txt	0.3 KB
/Unit 8 Planning/
8-1 Introduction.flv	2.3 MB
8-10 Explination.flv	3.2 MB
8-10 Finding a Successful Plan Question.flv	7.1 MB
8-10 Quiz.jpg	17.1 KB
8-11 Problem Solving via Mathematical Notation.flv	8.7 MB
8-12 Tracking the Predict Update Cycle.flv	9.5 MB
8-13 Classical Planning 1.flv	18.3 MB
8-14 Classical Planning 2.flv	5.9 MB
8-15 Progression Search.flv	4.6 MB
8-16 Regression Search.flv	10.3 MB
8-17 Regression vs Progression.flv	5.9 MB
8-18 Plan Space Search.flv	7.2 MB
8-19 Sliding Puzzle Example.flv	10.5 MB
8-2 Problem Solving vs Planning.flv	8.6 MB
8-20 Situation Calculus 1.flv	12.4 MB
8-21 Situation Calculus 2.flv	12.7 MB
8-22 Situation Calculus 3.flv	10.1 MB
8-3 Planning vs Execution.flv	10.9 MB
8-4 Vacuum Cleaner Example.flv	7.2 MB
8-5 Explination.flv	1.2 MB
8-5 Quiz.jpg	28.2 KB
8-5 Sensorless Vacuum Cleaner Problem Question.flv	7.6 MB
8-6 Partially Observable Vacuum Cleaner Example.flv	8.1 MB
8-7 Explination.flv	2.7 MB
8-7 Quiz.jpg	22.5 KB
8-7 Stocastic Environment Problem Question.flv	9.5 MB
8-8 Infinite Sequences.flv	6.8 MB
8-9 Finding a Successful Plan.flv	5.5 MB
Appends.txt	0.0 KB
/Unit 9 Planning Under Uncertainty/
9-1 Introduction.flv	1.8 MB
9-10 Policy Question 3.flv	970.2 KB
9-10 Quiz.jpg	16.0 KB
9-11 Explination.flv	1.4 MB
9-11 Policy Answer 3 Question 4.flv	2.8 MB
9-11 Quiz.jpg	20.2 KB
9-12 MDP and Costs.flv	9.1 MB
9-13 Value Iteration 1.flv	5.1 MB
9-14 Value Iteration 2.flv	1.1 MB
9-15 Value Iteration 3.flv	15.0 MB
9-16 Deterministic Question 1.flv	2.7 MB
9-16 Explination.flv	1.0 MB
9-16 Quiz.jpg	17.4 KB
9-17 Deterministic Question 2.flv	442.4 KB
9-17 Explination.flv	1.1 MB
9-17 Quiz.jpg	20.8 KB
9-18 Deterministic Question 3.flv	645.9 KB
9-18 Explination.flv	2.2 MB
9-18 Quiz.jpg	22.2 KB
9-19 Explination.flv	2.8 MB
9-19 Quiz.jpg	17.0 KB
9-19 Stochastic Question 1.flv	1.2 MB
9-2 Planning Under Uncertainty MDP.flv	11.4 MB
9-20 Explination.flv	4.9 MB
9-20 Quiz.jpg	20.5 KB
9-20 Stochastic Question 2.flv	1.2 MB
9-21 Value Iteration and Policy 1.flv	2.7 MB
9-22 Value Iteration and Policy 2.flv	9.2 MB
9-23 MDP Conclusion.flv	5.8 MB
9-24 Partial Observability Introduction.flv	2.4 MB
9-25 POMDP vs MDP.flv	2.5 MB
9-26 POMDP.flv	18.7 MB
9-27 Planning Under Uncertainty Conclusion.flv	1.9 MB
9-3 Robot Tour Guide Examples.flv	13.1 MB
9-4 MDP Grid World.flv	8.8 MB
9-5 Problems with Conventional Planning 1.flv	5.3 MB
9-6 Branching Factor Question.flv	1.8 MB
9-6 Explination.flv	917.9 KB
9-6 Quiz.jpg	24.5 KB
9-7 Problems with Conventional Planning 2.flv	4.1 MB
9-8 Explination.flv	332.4 KB
9-8 Policy Question 1.flv	2.0 MB
9-8 Quiz.jpg	14.6 KB
9-9 Explination.flv	480.0 KB
9-9 Policy Question 2.flv	315.3 KB
9-9 Quiz.jpg	16.6 KB
Appends.txt	0.7 KB
Total files 1342