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Artificial Intelligence
magnet:?xt=urn:btih:9340f8b92456dcd5e3f0b2561ac4a902f371390a&dn=Artificial Intelligence
磁力链接详情
Hash值:
9340f8b92456dcd5e3f0b2561ac4a902f371390a
点击数:
187
文件大小:
9.61 GB
文件数量:
676
创建日期:
2017-1-31 19:47
最后访问:
2025-1-2 17:08
访问标签:
Artificial
Intelligence
文件列表详情
1. Welcome to AI/Unit 0w, 1 Introduction.mp4 15.99 MB
1. Welcome to AI/Unit 1w, 1 Introduction.mp4 21.73 MB
1. Welcome to AI/Unit 1w, 10 AI and Uncertainty.mp4 14.85 MB
1. Welcome to AI/Unit 1w, 11 Examples of AI in Practice.mp4 50.41 MB
1. Welcome to AI/Unit 1w, 12 Chinese Translation Answer.mp4 13.01 MB
1. Welcome to AI/Unit 1w, 13 Chinese Translation Answer 2.mp4 8.27 MB
1. Welcome to AI/Unit 1w, 14 Chinese Translation Answer 3.mp4 15.7 MB
1. Welcome to AI/Unit 1w, 15 Congratulations.mp4 9.29 MB
1. Welcome to AI/Unit 1w, 2 Intelligent Agents.mp4 16.16 MB
1. Welcome to AI/Unit 1w, 3 Applications of AI.mp4 67.27 MB
1. Welcome to AI/Unit 1w, 4 Terminology.mp4 53.68 MB
1. Welcome to AI/Unit 1w, 5 Checkers Answer.mp4 10.09 MB
1. Welcome to AI/Unit 1w, 6 Poker.mp4 2.33 MB
1. Welcome to AI/Unit 1w, 7 Poker Answer.mp4 5.2 MB
1. Welcome to AI/Unit 1w, 8 Robotic Car.mp4 3.66 MB
1. Welcome to AI/Unit 1w, 9 Robotic Car Answer.mp4 4.78 MB
10. Reinforcement Learning/Unit 10 01 Introduction.mp4.mp4 8.01 MB
10. Reinforcement Learning/Unit 10 03 Forms of Learning.mp4.mp4 14.76 MB
10. Reinforcement Learning/Unit 10 04 Forms of Learning Question.mp4.mp4 17.92 MB
10. Reinforcement Learning/Unit 10 05 Forms of Learning Answer.mp4.mp4 10.69 MB
10. Reinforcement Learning/Unit 10 06 MDP Review.mp4.mp4 16.26 MB
10. Reinforcement Learning/Unit 10 07 Solving a MDP.mp4.mp4 14.37 MB
10. Reinforcement Learning/Unit 10 08 Agents of Reinforcement Learning.mp4.mp4 21.05 MB
10. Reinforcement Learning/Unit 10 09 Passive vs Active.mp4.mp4 14.48 MB
10. Reinforcement Learning/Unit 10 10 Passive Temporal Difference Learning.mp4.mp4 58.03 MB
10. Reinforcement Learning/Unit 10 11 Passive Agent Results.mp4.mp4 8.87 MB
10. Reinforcement Learning/Unit 10 12 Weaknesses Question.mp4.mp4 10.54 MB
10. Reinforcement Learning/Unit 10 13 Weaknesses Answers.mp4.mp4 8.73 MB
10. Reinforcement Learning/Unit 10 14 Active Reinforcement Learning.mp4.mp4 7.87 MB
10. Reinforcement Learning/Unit 10 15 Greedy Agent Results.mp4.mp4 12.15 MB
10. Reinforcement Learning/Unit 10 16 Balancing Policy.mp4.mp4 14.5 MB
10. Reinforcement Learning/Unit 10 17 Errors in Utility Questions.mp4.mp4 14.86 MB
10. Reinforcement Learning/Unit 10 18 Errors in Utility Answers.mp4.mp4 9.19 MB
10. Reinforcement Learning/Unit 10 19 Exploration Agents.mp4.mp4 10.22 MB
10. Reinforcement Learning/Unit 10 2 Successes.mp4.mp4 28.28 MB
10. Reinforcement Learning/Unit 10 20 Exploration Agent Results.mp4.mp4 7.56 MB
10. Reinforcement Learning/Unit 10 21 Q Learning 1.mp4.mp4 11.73 MB
10. Reinforcement Learning/Unit 10 22 Q Learning 2.mp4.mp4 14.47 MB
10. Reinforcement Learning/Unit 10 23 Pacman 1.mp4.mp4 16.02 MB
10. Reinforcement Learning/Unit 10 24 Pacman 2.mp4.mp4 21.32 MB
10. Reinforcement Learning/Unit 10 25 Conclusion.mp4.mp4 6.63 MB
11. HMMs and Filters/Unit 11 01.mp4 Introduction.mp4.mp4 11.47 MB
11. HMMs and Filters/Unit 11 02.mp4 Hidden Markov Models.mp4.mp4 8.41 MB
11. HMMs and Filters/Unit 11 03.mp4 Bayes Network of HMMs.mp4.mp4 15.75 MB
11. HMMs and Filters/Unit 11 04.mp4 Localization Problem Examples.mp4.mp4 41.71 MB
11. HMMs and Filters/Unit 11 05.mp4 Markov Chain Question 1.mp4.mp4 11.36 MB
11. HMMs and Filters/Unit 11 06.mp4 Markov Chain Answer 1.mp4.mp4 22.51 MB
11. HMMs and Filters/Unit 11 07.mp4 Markov Chain Question 2.mp4.mp4 4.91 MB
11. HMMs and Filters/Unit 11 08.mp4 Markov Chain Answer 2.mp4.mp4 12.37 MB
11. HMMs and Filters/Unit 11 09.mp4 Stationary Distribution.mp4.mp4 23.26 MB
11. HMMs and Filters/Unit 11 10.mp4 Stationary Distribution Question-.mp4.mp4 2.81 MB
11. HMMs and Filters/Unit 11 11.mp4 Stationary Distribution Answer.mp4.mp4 14.88 MB
11. HMMs and Filters/Unit 11 12.mp4 Finding Transition Probabilities.mp4.mp4 17.95 MB
11. HMMs and Filters/Unit 11 13.mp4 Transition Probabilities Question.mp4.mp4 3.45 MB
11. HMMs and Filters/Unit 11 14.mp4 Transition Probabilities Answer.mp4.mp4 6.2 MB
11. HMMs and Filters/Unit 11 15.mp4 Laplacian Smoothing Question.mp4.mp4 13.58 MB
11. HMMs and Filters/Unit 11 16.mp4 Laplacian Smoothing Answer.mp4.mp4 17.52 MB
11. HMMs and Filters/Unit 11 17.mp4 HMM Happy Grumpy Problem.mp4.mp4 36.73 MB
11. HMMs and Filters/Unit 11 18.mp4 Happy Grumpy Question.mp4.mp4 7.19 MB
11. HMMs and Filters/Unit 11 19.mp4 Happy Grumpy Answer.mp4.mp4 8.54 MB
11. HMMs and Filters/Unit 11 20.mp4 Wow You Understand.mp4.mp4 4.48 MB
11. HMMs and Filters/Unit 11 21.mp4 HMMs and Robot Localization.mp4.mp4 26.28 MB
11. HMMs and Filters/Unit 11 22.mp4 HMM Equations.mp4.mp4 24.6 MB
11. HMMs and Filters/Unit 11 23 HMM Localization Example.mp4.mp4 27.1 MB
11. HMMs and Filters/Unit 11 24.mp4 Particle Filters.mp4.mp4 53.65 MB
11. HMMs and Filters/Unit 11 25.mp4 Localization and Particle Filters.mp4.mp4 51.98 MB
11. HMMs and Filters/Unit 11 26.mp4 Particle Filter Algorithm.mp4.mp4 23.38 MB
11. HMMs and Filters/Unit 11 27.mp4 Particle Filters Pros and Cons.mp4.mp4 14.16 MB
11. HMMs and Filters/Unit 11 28.mp4 Conclusion.mp4.mp4 7.76 MB
12. MDP review/mdpreview 1 01 Deterministic Question.mp4.mp4 14.96 MB
12. MDP review/mdpreview 1 02 Deterministic Answer.mp4.mp4 2.22 MB
12. MDP review/mdpreview 1 03 Single Backup Question.mp4.mp4 5.73 MB
12. MDP review/mdpreview 1 04 Single Backup Answer.mp4.mp4 3.94 MB
12. MDP review/mdpreview 1 05 Convergence Question.mp4.mp4 4.98 MB
12. MDP review/mdpreview 1 07 Optimal Policy Question.mp4.mp4 4.37 MB
12. MDP review/mdpreview 1 08 Optimal Policy Answer.mp4.mp4 5.16 MB
12. MDP review/mdpreview 6 06 Convergence Answer.mp4.mp4 6.91 MB
12. MDP review/Unit 10 07 Solving a MDP.mp4.mp4 14.37 MB
12. MDP review/Unit 10 08 Agents of Reinforcement Learning.mp4.mp4 21.05 MB
12. MDP review/Unit 10 09 Passive vs Active.mp4.mp4 14.48 MB
12. MDP review/Unit 10 10 Passive Temporal Difference Learning.mp4.mp4 58.03 MB
12. MDP review/Unit 10 11 Passive Agent Results.mp4.mp4 8.87 MB
12. MDP review/Unit 10 12 Weaknesses Question.mp4.mp4 10.54 MB
12. MDP review/Unit 10 13 Weaknesses Answers.mp4.mp4 8.73 MB
12. MDP review/Unit 10 14 Active Reinforcement Learning.mp4.mp4 7.87 MB
12. MDP review/Unit 10 15 Greedy Agent Results.mp4.mp4 12.15 MB
12. MDP review/Unit 10 16 Balancing Policy.mp4.mp4 14.5 MB
12. MDP review/Unit 10 17 Errors in Utility Questions.mp4.mp4 14.86 MB
12. MDP review/Unit 10 18 Errors in Utility Answers.mp4.mp4 9.19 MB
12. MDP review/Unit 10 19 Exploration Agents.mp4.mp4 10.22 MB
12. MDP review/Unit 10 20 Exploration Agent Results.mp4.mp4 7.56 MB
12. MDP review/Unit 10 21 Q Learning 1.mp4.mp4 11.73 MB
12. MDP review/Unit 10 22 Q Learning 2.mp4.mp4 14.47 MB
12. MDP review/Unit 10 23 Pacman 1.mp4.mp4 16.02 MB
12. MDP review/Unit 10 24 Pacman 2.mp4.mp4 21.32 MB
12. MDP review/Unit 10 25 Conclusion.mp4.mp4 6.63 MB
13. Games/Unit 13 01 Introduction.mp4.mp4 4.74 MB
13. Games/Unit 13 02 Technologies Question.mp4.mp4 11.7 MB
13. Games/Unit 13 03 Technologies Answer.mp4.mp4 5.86 MB
13. Games/Unit 13 04 Games Question.mp4.mp4 10.47 MB
13. Games/Unit 13 05 Games Answer.mp4.mp4 17.07 MB
13. Games/Unit 13 06 Single Player Game.mp4.mp4 21.36 MB
13. Games/Unit 13 07 Two Player Game.mp4.mp4 39.07 MB
13. Games/Unit 13 08 Two Player Function.mp4.mp4 17.13 MB
13. Games/Unit 13 09 Time Complexity Question.mp4.mp4 10.13 MB
13. Games/Unit 13 10 Time Complexity Answer.mp4.mp4 2.42 MB
13. Games/Unit 13 11 Space Complexity Question.mp4.mp4 4.28 MB
13. Games/Unit 13 12 Space Complexity Answer.mp4.mp4 5.44 MB
13. Games/Unit 13 13 Chess Question.mp4.mp4 7.71 MB
13. Games/Unit 13 14 Chess Answer.mp4.mp4 2.33 MB
13. Games/Unit 13 15 Complexity Reduction Question.mp4.mp4 5.61 MB
13. Games/Unit 13 16 Complexity Reduction Answer.mp4.mp4 919.8 KB
13. Games/Unit 13 17 Review Question.mp4.mp4 10.84 MB
13. Games/Unit 13 18 Review Answer.mp4.mp4 5.05 MB
13. Games/Unit 13 19 Reduce B.mp4.mp4 17.14 MB
13. Games/Unit 13 20 Reduce B Question.mp4.mp4 1.45 MB
13. Games/Unit 13 21 Reduce B Answer.mp4.mp4 5.03 MB
13. Games/Unit 13 22 Reduce M.mp4.mp4 25.16 MB
13. Games/Unit 13 23 Computing State Values.mp4.mp4 17.28 MB
13. Games/Unit 13 24 Complexity Reduction Benefits.mp4.mp4 28.18 MB
13. Games/Unit 13 25 Pacman Question.mp4.mp4 10.1 MB
13. Games/Unit 13 26 Pacman Answer.mp4.mp4 18.6 MB
13. Games/Unit 13 27 Chance.mp4.mp4 15.76 MB
13. Games/Unit 13 28 Chance Question.mp4.mp4 8.32 MB
13. Games/Unit 13 29 Chance Answer.mp4.mp4 12.11 MB
13. Games/Unit 13 30 Terminal State Question.mp4.mp4 1.86 MB
13. Games/Unit 13 31 Terminal State Answer.mp4.mp4 7.28 MB
13. Games/Unit 13 32 Game Tree Question 1.mp4.mp4 3.47 MB
13. Games/Unit 13 33 Game Tree Answer 1.mp4.mp4 3.16 MB
13. Games/Unit 13 34 Game Tree Question 2.mp4.mp4 8 MB
13. Games/Unit 13 35 Game Tree Answer 2.mp4.mp4 6.14 MB
13. Games/Unit 13 36 Conclusion.mp4.mp4 16.11 MB
14. Game Theory/Unit 14 01 Introduction.mp4.mp4 21.66 MB
14. Game Theory/Unit 14 02 Dominant Strategy Question.mp4.mp4 27.54 MB
14. Game Theory/Unit 14 03 Dominant Strategy Answer.mp4.mp4 5.97 MB
14. Game Theory/Unit 14 04 Pareto Optimal Question.mp4.mp4 5.81 MB
14. Game Theory/Unit 14 05 Pareto Optimal Answer.mp4.mp4 2.94 MB
14. Game Theory/Unit 14 06 Equilibrium Question.mp4.mp4 5.3 MB
14. Game Theory/Unit 14 07 Equilibrium Answer.mp4.mp4 8.34 MB
14. Game Theory/Unit 14 08 Game Console Question 1.mp4.mp4 16.39 MB
14. Game Theory/Unit 14 09 Game Console Answer 1.mp4.mp4 4.6 MB
14. Game Theory/Unit 14 10 Game Console Question 2.mp4.mp4 1.79 MB
14. Game Theory/Unit 14 11 Game Console Answer 2.mp4.mp4 3.36 MB
14. Game Theory/Unit 14 12 2 Finger Morra.mp4.mp4 17.56 MB
14. Game Theory/Unit 14 13 Tree Question.mp4.mp4 19.26 MB
14. Game Theory/Unit 14 14 Tree Answer.mp4.mp4 12.41 MB
14. Game Theory/Unit 14 15 Mixed Strategy.mp4.mp4 25.04 MB
14. Game Theory/Unit 14 16 Solving the Game.mp4.mp4 22.1 MB
14. Game Theory/Unit 14 17 Mixed Strategy Issues.mp4.mp4 24.16 MB
14. Game Theory/Unit 14 18 2x2 Game Question 1.mp4.mp4 8.64 MB
14. Game Theory/Unit 14 19 2x2 Game Answer 1.mp4.mp4 6.8 MB
14. Game Theory/Unit 14 20 2x2 Game Question 2.mp4.mp4 4.78 MB
14. Game Theory/Unit 14 21 2x2 Game Answer 2.mp4.mp4 16.09 MB
14. Game Theory/Unit 14 22 Geometric Interpretation.mp4.mp4 15.92 MB
14. Game Theory/Unit 14 23 Poker.mp4.mp4 30.06 MB
14. Game Theory/Unit 14 24 Game Theory Strategies.mp4.mp4 17.65 MB
14. Game Theory/Unit 14 25 Fed vs Politicians Question.mp4.mp4 10.07 MB
14. Game Theory/Unit 14 26 Fed Vs Politicians Answer.mp4.mp4 19.62 MB
14. Game Theory/Unit 14 27 Mechanism Design.mp4.mp4 17.56 MB
14. Game Theory/Unit 14 28 Auction Question.mp4.mp4 27.88 MB
14. Game Theory/Unit 14 29 Auction Answer.mp4.mp4 9.57 MB
15. Advanced Planning/Unit 15 01 Introduction.mp4.mp4 6.38 MB
15. Advanced Planning/Unit 15 02 Scheduling.mp4.mp4 8.94 MB
15. Advanced Planning/Unit 15 03 Schedule Question.mp4.mp4 19.14 MB
15. Advanced Planning/Unit 15 04 Schedule Answer.mp4.mp4 9.06 MB
15. Advanced Planning/Unit 15 05 Resources Question.mp4.mp4 12.5 MB
15. Advanced Planning/Unit 15 06 Resources Answer.mp4.mp4 8.55 MB
15. Advanced Planning/Unit 15 07 Extending Planning.mp4.mp4 9.32 MB
15. Advanced Planning/Unit 15 08 Hierarchical Planning.mp4.mp4 14.71 MB
15. Advanced Planning/Unit 15 09 Refinement Planning.mp4.mp4 16.1 MB
15. Advanced Planning/Unit 15 10 Reachable States.mp4.mp4 16.77 MB
15. Advanced Planning/Unit 15 11 Reachable States Question.mp4.mp4 17.95 MB
15. Advanced Planning/Unit 15 12 Reachable States Answer.mp4.mp4 9.81 MB
15. Advanced Planning/Unit 15 13 Conformant Plan Question.mp4.mp4 17.88 MB
15. Advanced Planning/Unit 15 14 Conformant Plan Answer.mp4.mp4 4.28 MB
15. Advanced Planning/Unit 15 15 Sensory Plan Question.mp4.mp4 5.51 MB
15. Advanced Planning/Unit 15 16 Sensory Plan Answer.mp4.mp4 9.68 MB
16. Computer Vision I/Unit 16 01 Introduction.mp4.mp4 26.89 MB
16. Computer Vision I/Unit 16 02 Image Formation.mp4.mp4 25.19 MB
16. Computer Vision I/Unit 16 03 Projection Length Question.mp4.mp4 4.02 MB
16. Computer Vision I/Unit 16 04 Projection Length Answer.mp4.mp4 7.06 MB
16. Computer Vision I/Unit 16 05 Focal Length Question.mp4.mp4 3.7 MB
16. Computer Vision I/Unit 16 06 Focal Length Answer.mp4.mp4 4.05 MB
16. Computer Vision I/Unit 16 07 Range Question.mp4.mp4 6.49 MB
16. Computer Vision I/Unit 16 08 Range Answer.mp4.mp4 5.14 MB
16. Computer Vision I/Unit 16 09 Perspective Projection.mp4.mp4 12.93 MB
16. Computer Vision I/Unit 16 10 Vanishing Points.mp4.mp4 15.98 MB
16. Computer Vision I/Unit 16 11 Vanishing Points Question.mp4.mp4 4.08 MB
16. Computer Vision I/Unit 16 12 Vanishing Points Answer.mp4.mp4 6.21 MB
16. Computer Vision I/Unit 16 13 Lenses.mp4.mp4 21.76 MB
16. Computer Vision I/Unit 16 14 Computer Vision.mp4.mp4 15.59 MB
16. Computer Vision I/Unit 16 15 Invariance Question A.mp4.mp4 13.08 MB
16. Computer Vision I/Unit 16 16 Invariance Answer A.mp4.mp4 1.47 MB
16. Computer Vision I/Unit 16 17 Invariance Question B.mp4.mp4 3.66 MB
16. Computer Vision I/Unit 16 18 Invariance Answer B.mp4.mp4 3.55 MB
16. Computer Vision I/Unit 16 19 Invariance Question C.mp4.mp4 3.12 MB
16. Computer Vision I/Unit 16 20 Invariance Answer C.mp4.mp4 3.4 MB
16. Computer Vision I/Unit 16 21 Invariance Question D.mp4.mp4 3.81 MB
16. Computer Vision I/Unit 16 22 Invariance Answer D.mp4.mp4 1.87 MB
16. Computer Vision I/Unit 16 23 Invariance Question E.mp4.mp4 2.42 MB
16. Computer Vision I/Unit 16 24 Invariance Answer E.mp4.mp4 1.41 MB
16. Computer Vision I/Unit 16 25 Final Invariance Type.mp4.mp4 5.85 MB
16. Computer Vision I/Unit 16 26 Importance of Invariance.mp4.mp4 5.95 MB
16. Computer Vision I/Unit 16 27 Greyscale Images.mp4.mp4 20.9 MB
16. Computer Vision I/Unit 16 28 Extracting Features.mp4.mp4 34.08 MB
16. Computer Vision I/Unit 16 29 Extracting Features Question.mp4.mp4 3.67 MB
16. Computer Vision I/Unit 16 30 Extracting Features Answer.mp4.mp4 4.34 MB
16. Computer Vision I/Unit 16 31 Linear Filter.mp4.mp4 14.35 MB
16. Computer Vision I/Unit 16 32 Horizontal Edge Question.mp4.mp4 3.7 MB
16. Computer Vision I/Unit 16 33 Horizontal Edge Answer.mp4.mp4 3.92 MB
16. Computer Vision I/Unit 16 34 Vertical Filter Question.mp4.mp4 2.88 MB
16. Computer Vision I/Unit 16 35 Vertical Filter Answer.mp4.mp4 3.54 MB
16. Computer Vision I/Unit 16 36 Filter Results.mp4.mp4 9.48 MB
16. Computer Vision I/Unit 16 37 Gradient Images.mp4.mp4 19.36 MB
16. Computer Vision I/Unit 16 38 Canny Edge Detector.mp4.mp4 17.09 MB
16. Computer Vision I/Unit 16 39 Other Masks.mp4.mp4 6.67 MB
16. Computer Vision I/Unit 16 40 Prewitt Mask Question.mp4.mp4 2.61 MB
16. Computer Vision I/Unit 16 41 Prewitt Mask Answer.mp4.mp4 1.81 MB
16. Computer Vision I/Unit 16 42 Gaussian Kernel Question.mp4.mp4 13.99 MB
16. Computer Vision I/Unit 16 43 Gaussian Kernel Answer.mp4.mp4 5.37 MB
16. Computer Vision I/Unit 16 44 Reasons for Gaussian Kernels.mp4.mp4 38.86 MB
16. Computer Vision I/Unit 16 45 Harris Corner Detector.mp4.mp4 29.2 MB
16. Computer Vision I/Unit 16 46 Modern Feature Detectors.mp4.mp4 20.62 MB
16. Computer Vision I/Unit 16 47 Conclusion.mp4.mp4 7.25 MB
17. Computer Vision II/Unit 17 01 Introduction.mp4.mp4 6.6 MB
17. Computer Vision II/Unit 17 02 Depth Question.mp4.mp4 4.21 MB
17. Computer Vision II/Unit 17 03 Depth Answer.mp4.mp4 10.5 MB
17. Computer Vision II/Unit 17 05 Stereo Question.mp4.mp4 4.08 MB
17. Computer Vision II/Unit 17 06 Stereo Answer.mp4.mp4 13.38 MB
17. Computer Vision II/Unit 17 07 Solving for Depth.mp4.mp4 21.11 MB
17. Computer Vision II/Unit 17 08 Solve Depth Question.mp4.mp4 6.51 MB
17. Computer Vision II/Unit 17 09 Solve Depth Answer.mp4.mp4 2.73 MB
17. Computer Vision II/Unit 17 10 Change in X Question.mp4.mp4 4.29 MB
17. Computer Vision II/Unit 17 11 Change in X Answer.mp4.mp4 2.83 MB
17. Computer Vision II/Unit 17 12 Focal Length Question.mp4.mp4 4.74 MB
17. Computer Vision II/Unit 17 13 Focal Length Answer.mp4.mp4 2.87 MB
17. Computer Vision II/Unit 17 14 Correspondence Question.mp4.mp4 6.07 MB
17. Computer Vision II/Unit 17 15 Correspondence Answer.mp4.mp4 12.06 MB
17. Computer Vision II/Unit 17 16 Determine Correspondence Question.mp4.mp4 21.89 MB
17. Computer Vision II/Unit 17 17 Determine Correspondence Answer.mp4.mp4 2.12 MB
17. Computer Vision II/Unit 17 18 SSD Minimization.mp4.mp4 23.07 MB
17. Computer Vision II/Unit 17 19 Disparity Maps.mp4.mp4 26.09 MB
17. Computer Vision II/Unit 17 20 Context Question.mp4.mp4 13.22 MB
17. Computer Vision II/Unit 17 21 Context Answer.mp4.mp4 6.38 MB
17. Computer Vision II/Unit 17 22 Alignment 1 Question.mp4.mp4 15.18 MB
17. Computer Vision II/Unit 17 23 Alignment 1 Answer.mp4.mp4 4.83 MB
17. Computer Vision II/Unit 17 24 Alignment 2 Question.mp4.mp4 5.16 MB
17. Computer Vision II/Unit 17 25 Alignment 2 Answer.mp4.mp4 9.81 MB
17. Computer Vision II/Unit 17 26 Dynamic Programming.mp4.mp4 41.84 MB
17. Computer Vision II/Unit 17 27 Pixel Correspondence Question 1.mp4.mp4 7.21 MB
17. Computer Vision II/Unit 17 28 Pixel Correspondence Answer 1.mp4.mp4 7.54 MB
17. Computer Vision II/Unit 17 29 Pixel Correspondence Question 2.mp4.mp4 5.96 MB
17. Computer Vision II/Unit 17 30 Pixel Correspondence Answer 2.mp4.mp4 11.8 MB
17. Computer Vision II/Unit 17 31 Finding the Best Alignment.mp4.mp4 4.91 MB
17. Computer Vision II/Unit 17 32 Correspondence Issues.mp4.mp4 14.26 MB
17. Computer Vision II/Unit 17 33 Improving Stereo Vision.mp4.mp4 45.18 MB
18. Computer Vision III/Unit 18 01 Structure from Motion Question.mp4.mp4 15.05 MB
18. Computer Vision III/Unit 18 02 Structure from Motion Answer.mp4.mp4 4.45 MB
18. Computer Vision III/Unit 18 03 Projection Question.mp4.mp4 6.8 MB
18. Computer Vision III/Unit 18 04 Projection Answer.mp4.mp4 8.04 MB
18. Computer Vision III/Unit 18 05 Structure from Motion Models.mp4.mp4 49.48 MB
18. Computer Vision III/Unit 18 06 SFM Math.mp4.mp4 18.52 MB
18. Computer Vision III/Unit 18 07 Recovered Unknowns Question.mp4.mp4 15.55 MB
18. Computer Vision III/Unit 18 08 Recovered Unknowns Answer.mp4.mp4 8.63 MB
18. Computer Vision III/Unit 18 09 Conclusion.mp4.mp4 8.25 MB
19. Robotics I/Unit 19 01 Autonomous Vehicle Intro 1.mp4.mp4 67.54 MB
19. Robotics I/Unit 19 02 Autonomous Vehicle Intro 2.mp4.mp4 94 MB
19. Robotics I/Unit 19 03 Robotics Introduction.mp4.mp4 4.3 MB
19. Robotics I/Unit 19 04 Robotics Question.mp4.mp4 5.48 MB
19. Robotics I/Unit 19 05 Robotics Answer.mp4.mp4 6.33 MB
19. Robotics I/Unit 19 06 Kinematic Question 1.mp4.mp4 9.07 MB
19. Robotics I/Unit 19 07 Kinematic Answer 1.mp4.mp4 5.76 MB
19. Robotics I/Unit 19 08 Kinematic Question 2.mp4.mp4 2.64 MB
19. Robotics I/Unit 19 09 Kinematic Answer 2.mp4.mp4 4.52 MB
19. Robotics I/Unit 19 10 Dynamic Question.mp4.mp4 1.98 MB
19. Robotics I/Unit 19 11 Dynamic Answer.mp4.mp4 7.03 MB
19. Robotics I/Unit 19 12 Helicopter Question 1.mp4.mp4 3.13 MB
19. Robotics I/Unit 19 13 Helicopter Answer 1.mp4.mp4 5.26 MB
19. Robotics I/Unit 19 14 Helicopter Question 2.mp4.mp4 1.15 MB
19. Robotics I/Unit 19 15 Helicopter Answer 2.mp4.mp4 4.72 MB
19. Robotics I/Unit 19 16 Localization.mp4.mp4 17.51 MB
19. Robotics I/Unit 19 17 Monte Carlo Localization.mp4.mp4 27.85 MB
19. Robotics I/Unit 19 18 Localization Question 1.mp4.mp4 5.51 MB
19. Robotics I/Unit 19 19 Localization Answer 1.mp4.mp4 7.32 MB
19. Robotics I/Unit 19 20 Localization Question 2.mp4.mp4 4.47 MB
19. Robotics I/Unit 19 21 Localization Answer 2.mp4.mp4 9.89 MB
2. Problem Solving/Unit 2, Topic 1, Introduction.mp4 13.2 MB
2. Problem Solving/Unit 2, Topic 10, Graph Search Answer.mp4 4.05 MB
2. Problem Solving/Unit 2, Topic 11, Graph Search Termination.mp4 12.68 MB
2. Problem Solving/Unit 2, Topic 12, Uniform Cost Search.mp4 7.17 MB
2. Problem Solving/Unit 2, Topic 13, Uniform Cost Search.mp4 6.84 MB
2. Problem Solving/Unit 2, Topic 14, Uniform Cost Search.mp4 8.06 MB
2. Problem Solving/Unit 2, Topic 15, Uniform Cost Search.mp4 2.7 MB
2. Problem Solving/Unit 2, Topic 16, Uniform Cost Termination.mp4 10.28 MB
2. Problem Solving/Unit 2, Topic 17, Uniform Cost Termination Answer.mp4 14.78 MB
2. Problem Solving/Unit 2, Topic 18, Depth First Search.mp4 15.33 MB
2. Problem Solving/Unit 2, Topic 19, Search Optimality Answer.mp4 15.28 MB
2. Problem Solving/Unit 2, Topic 2, Route Finding Question.mp4 37.84 MB
2. Problem Solving/Unit 2, Topic 20, Storage Requirements, Completeness.mp4 17.05 MB
2. Problem Solving/Unit 2, Topic 21, Completeness Answer.mp4 6.86 MB
2. Problem Solving/Unit 2, Topic 22, More on Uniform Cost Search.mp4 46.35 MB
2. Problem Solving/Unit 2, Topic 23, A-Star Search ANSWER.mp4 2.91 MB
2. Problem Solving/Unit 2, Topic 23, A-Star Search.mp4 34.47 MB
2. Problem Solving/Unit 2, Topic 24, A-Star Second Question ANSWER.mp4 2.57 MB
2. Problem Solving/Unit 2, Topic 24, A-Star Second Question.mp4 8.89 MB
2. Problem Solving/Unit 2, Topic 25, A-Star Third Question ANSWER.mp4 1.77 MB
2. Problem Solving/Unit 2, Topic 25, A-Star Third Question.mp4 4.26 MB
2. Problem Solving/Unit 2, Topic 26, A-Star Fourth Question ANSWER.mp4 4.17 MB
2. Problem Solving/Unit 2, Topic 26, A-Star Fourth Question.mp4 5.72 MB
2. Problem Solving/Unit 2, Topic 27, A-Star Fifth Question ANSWER Mandatory.mp4 8.27 MB
2. Problem Solving/Unit 2, Topic 27, A-Star Fifth Question.mp4 15.2 MB
2. Problem Solving/Unit 2, Topic 28, Optimistic Heuristics.mp4 12.01 MB
2. Problem Solving/Unit 2, Topic 29, State Spaces ANSWER.mp4 5.26 MB
2. Problem Solving/Unit 2, Topic 29, State Spaces.mp4 8.24 MB
2. Problem Solving/Unit 2, Topic 3, Route Finding.mp4 25.4 MB
2. Problem Solving/Unit 2, Topic 30, State Space Diagram and More Complexity ANSWER.mp4 9.06 MB
2. Problem Solving/Unit 2, Topic 30, State Space Diagram and More Complexity.mp4 19.04 MB
2. Problem Solving/Unit 2, Topic 31, Sliding Blocks Puzzle ANSWER.mp4 7.41 MB
2. Problem Solving/Unit 2, Topic 31, Sliding Blocks Puzzle.mp4 17.82 MB
2. Problem Solving/Unit 2, Topic 32, Where is the Intelligence.mp4 31.62 MB
2. Problem Solving/Unit 2, Topic 33, What Can't Search Do.mp4 17.55 MB
2. Problem Solving/Unit 2, Topic 34, Note on Implementation.mp4 27.75 MB
2. Problem Solving/Unit 2, Topic 4, Tree Search.mp4 27.65 MB
2. Problem Solving/Unit 2, Topic 5, Tree Search Answer.mp4 24.83 MB
2. Problem Solving/Unit 2, Topic 6, Graph Search.mp4 9.21 MB
2. Problem Solving/Unit 2, Topic 7, Graph Search Answer.mp4 5.87 MB
2. Problem Solving/Unit 2, Topic 8, Graph Search Answer.mp4 1.81 MB
2. Problem Solving/Unit 2, Topic 9, More Graph Search.mp4 5.45 MB
20. Robotics II/Unit 20 01 Prediction.mp4.mp4 14.23 MB
20. Robotics II/Unit 20 02 Measurement Question.mp4.mp4 23.14 MB
20. Robotics II/Unit 20 03 Measurement Answer.mp4.mp4 12.32 MB
20. Robotics II/Unit 20 04 Resampling Question.mp4.mp4 18.2 MB
20. Robotics II/Unit 20 05 Resampling Answer.mp4.mp4 2.7 MB
20. Robotics II/Unit 20 06 Planning Question.mp4.mp4 8.89 MB
20. Robotics II/Unit 20 07 Planning Answer.mp4.mp4 2.05 MB
20. Robotics II/Unit 20 08 Road Graph.mp4.mp4 16.08 MB
20. Robotics II/Unit 20 09 Cost Question.mp4.mp4 14.06 MB
20. Robotics II/Unit 20 10 Cost Answer.mp4.mp4 7.53 MB
20. Robotics II/Unit 20 11 Dynamic Programming 1.mp4.mp4 53.9 MB
20. Robotics II/Unit 20 12 Dynamic Programming 2.mp4.mp4 42.46 MB
20. Robotics II/Unit 20 13 Robotic Path Planning.mp4.mp4 26.66 MB
20. Robotics II/Unit 20 14 Path Planning Examples.mp4.mp4 42.57 MB
20. Robotics II/Unit 20 15 Conclusion.mp4.mp4 12.18 MB
21. Natural Language Processing/Unit 21 01 Introduction.mp4.mp4 16.39 MB
21. Natural Language Processing/Unit 21 02 Language Models.mp4.mp4 29.27 MB
21. Natural Language Processing/Unit 21 03 Bag of Words.mp4.mp4 8.91 MB
21. Natural Language Processing/Unit 21 04 Probabilistic Models.mp4.mp4 52.42 MB
21. Natural Language Processing/Unit 21 05 Language and Learning.mp4.mp4 19.75 MB
21. Natural Language Processing/Unit 21 06 Language Models Question.mp4.mp4 4.14 MB
21. Natural Language Processing/Unit 21 07 Language Models Answer.mp4.mp4 14.6 MB
21. Natural Language Processing/Unit 21 08 Unigram Model Samples.mp4.mp4 8.7 MB
21. Natural Language Processing/Unit 21 09 Bigram Model Samples.mp4.mp4 5.2 MB
21. Natural Language Processing/Unit 21 10 Trigram Model Samples.mp4.mp4 4.77 MB
21. Natural Language Processing/Unit 21 11 N Gram Model Samples.mp4.mp4 10.56 MB
21. Natural Language Processing/Unit 21 12 N Gram Model Question.mp4.mp4 6.85 MB
21. Natural Language Processing/Unit 21 13 N Gram Model Answer.mp4.mp4 3.1 MB
21. Natural Language Processing/Unit 21 14 Probability Question.mp4.mp4 18.77 MB
21. Natural Language Processing/Unit 21 15 Probability Answer.mp4.mp4 5.04 MB
21. Natural Language Processing/Unit 21 16 Language Question.mp4.mp4 11.97 MB
21. Natural Language Processing/Unit 21 17 Language Answer.mp4.mp4 12.9 MB
21. Natural Language Processing/Unit 21 18 Letter Bigram Question.mp4.mp4 5.58 MB
21. Natural Language Processing/Unit 21 19 Letter Bigram Answer.mp4.mp4 2.88 MB
21. Natural Language Processing/Unit 21 20 Trigram Model Question.mp4.mp4 8.2 MB
21. Natural Language Processing/Unit 21 21 Trigram Model Answer.mp4.mp4 2.13 MB
21. Natural Language Processing/Unit 21 22 Classification.mp4.mp4 12.84 MB
21. Natural Language Processing/Unit 21 23 Classification Question.mp4.mp4 4.66 MB
21. Natural Language Processing/Unit 21 24 Classification Answer.mp4.mp4 3.43 MB
21. Natural Language Processing/Unit 21 25 Gzip.mp4.mp4 20.56 MB
21. Natural Language Processing/Unit 21 26 Segmentation.mp4.mp4 11.83 MB
21. Natural Language Processing/Unit 21 27 Segmentation Probabilistic Model.mp4.mp4 15.22 MB
21. Natural Language Processing/Unit 21 28 Probabilistic Model Question.mp4.mp4 5.94 MB
21. Natural Language Processing/Unit 21 29 Probabilistic Model Answer.mp4.mp4 3.58 MB
21. Natural Language Processing/Unit 21 30 Best Segmentation 1.mp4.mp4 14.28 MB
21. Natural Language Processing/Unit 21 31 Best Segmentation 2.mp4.mp4 21.15 MB
21. Natural Language Processing/Unit 21 32 Segment Code.mp4.mp4 7.95 MB
21. Natural Language Processing/Unit 21 33 Segment Question 1.mp4.mp4 12.1 MB
21. Natural Language Processing/Unit 21 34 Segment Answer 1.mp4.mp4 7.08 MB
21. Natural Language Processing/Unit 21 35 Segment Question 2.mp4.mp4 4.72 MB
21. Natural Language Processing/Unit 21 36 Segment Answer 2.mp4.mp4 8.79 MB
21. Natural Language Processing/Unit 21 37 Spelling Correction.mp4.mp4 24.22 MB
21. Natural Language Processing/Unit 21 38 Spelling Data.mp4.mp4 18.7 MB
21. Natural Language Processing/Unit 21 39 Correction Example.mp4.mp4 36.87 MB
21. Natural Language Processing/Unit 21 40 Software Engineering.mp4.mp4 1.22 MB
22. Optional NLP Programming/Programming Project 01 Optional Problem.mp4.mp4 33.08 MB
23. Natural Language Processing II/Unit 22 01 Sentence Structure.mp4.mp4 23.26 MB
23. Natural Language Processing II/Unit 22 02 Parses Question.mp4.mp4 32.78 MB
23. Natural Language Processing II/Unit 22 03 Parses Answer.mp4.mp4 20.96 MB
23. Natural Language Processing II/Unit 22 04 Problems and Solutions Question.mp4.mp4 18.83 MB
23. Natural Language Processing II/Unit 22 05 Problems and Solutions Answer.mp4.mp4 21.11 MB
23. Natural Language Processing II/Unit 22 06 Writing Grammars.mp4.mp4 24.46 MB
23. Natural Language Processing II/Unit 22 07 PCFG.mp4.mp4 33.09 MB
23. Natural Language Processing II/Unit 22 08 PCFG Question.mp4.mp4 4.11 MB
23. Natural Language Processing II/Unit 22 09 PCFG Answer.mp4.mp4 6.85 MB
23. Natural Language Processing II/Unit 22 10 Probability Origins.mp4.mp4 26.59 MB
23. Natural Language Processing II/Unit 22 11 Resolving Ambiguity.mp4.mp4 24.5 MB
23. Natural Language Processing II/Unit 22 12 LPCFG.mp4.mp4 50.41 MB
23. Natural Language Processing II/Unit 22 13 Parsing into a Tree.mp4.mp4 34.75 MB
23. Natural Language Processing II/Unit 22 14 Machine Translation.mp4.mp4 26.92 MB
23. Natural Language Processing II/Unit 22 15 Translation Example.mp4.mp4 44.55 MB
3. Probability in AI/Unit 3 1 Introduction.mp4 95.22 MB
3. Probability in AI/Unit 3 10 Different Type of Bayes Network.mp4 26.07 MB
3. Probability in AI/Unit 3 11 Explaining Away.mp4 21.19 MB
3. Probability in AI/Unit 3 11a Answer.mp4 16.28 MB
3. Probability in AI/Unit 3 11b Question.mp4 5.89 MB
3. Probability in AI/Unit 3 11c Answer.mp4 38.2 MB
3. Probability in AI/Unit 3 11d Question.mp4 23.84 MB
3. Probability in AI/Unit 3 11e Answer.mp4 16.07 MB
3. Probability in AI/Unit 3 11f Conclusion.mp4 36.58 MB
3. Probability in AI/Unit 3 12 General Bayes Networks.mp4 31.48 MB
3. Probability in AI/Unit 3 12a Answer.mp4 3.83 MB
3. Probability in AI/Unit 3 12b Question.mp4 3.52 MB
3. Probability in AI/Unit 3 12c Answer.mp4 3.21 MB
3. Probability in AI/Unit 3 12d Question.mp4 6.28 MB
3. Probability in AI/Unit 3 12e Answer.mp4 6.77 MB
3. Probability in AI/Unit 3 12f Value of the Network.mp4 4.93 MB
3. Probability in AI/Unit 3 13 D-Separation.mp4 7.31 MB
3. Probability in AI/Unit 3 13a Answer.mp4 9.8 MB
3. Probability in AI/Unit 3 13b D-Separation Example.mp4 8.99 MB
3. Probability in AI/Unit 3 13c Answer.mp4 16.23 MB
3. Probability in AI/Unit 3 13d D-Separation General Definition.mp4 32 MB
3. Probability in AI/Unit 3 13e Answer.mp4 12.99 MB
3. Probability in AI/Unit 3 14 Congratulations.mp4 11.3 MB
3. Probability in AI/Unit 3 2 Probabilities.mp4 7.21 MB
3. Probability in AI/Unit 3 2a Answer.mp4 3.74 MB
3. Probability in AI/Unit 3 2b Question.mp4 1.55 MB
3. Probability in AI/Unit 3 2c Answer.mp4 3.25 MB
3. Probability in AI/Unit 3 2d Question.mp4 2.66 MB
3. Probability in AI/Unit 3 2e Answer.mp4 2.61 MB
3. Probability in AI/Unit 3 2f Question.mp4 5.27 MB
3. Probability in AI/Unit 3 2g Answer.mp4 4.06 MB
3. Probability in AI/Unit 3 2h Question.mp4 1.68 MB
3. Probability in AI/Unit 3 2i Answer.mp4 5.59 MB
3. Probability in AI/Unit 3 2j Summary.mp4 7.78 MB
3. Probability in AI/Unit 3 3 Dependence.mp4 11.03 MB
3. Probability in AI/Unit 3 3a Answer.mp4 13.2 MB
3. Probability in AI/Unit 3 4 What We Learned.mp4 11.83 MB
3. Probability in AI/Unit 3 5 Weather Quiz.mp4 5.12 MB
3. Probability in AI/Unit 3 5a Answer.mp4 1.03 MB
3. Probability in AI/Unit 3 5b Question.mp4 2.76 MB
3. Probability in AI/Unit 3 5c Answer.mp4 892.08 KB
3. Probability in AI/Unit 3 5d Question.mp4 3.85 MB
3. Probability in AI/Unit 3 5e Answer.mp4 15.6 MB
3. Probability in AI/Unit 3 6 Cancer Quiz.mp4 3.49 MB
3. Probability in AI/Unit 3 6a Answer and Cancer Test.mp4 5.34 MB
3. Probability in AI/Unit 3 6b Answer.mp4 12.38 MB
3. Probability in AI/Unit 3 6c Answer.mp4 8.18 MB
3. Probability in AI/Unit 3 6d Question.mp4 1.49 MB
3. Probability in AI/Unit 3 6e Answer.mp4 10.91 MB
3. Probability in AI/Unit 3 7 Bayes Rule.mp4 40.64 MB
3. Probability in AI/Unit 3 7a Bayes Rule Graphically.mp4 22.3 MB
3. Probability in AI/Unit 3 7b Answer.mp4 4.53 MB
3. Probability in AI/Unit 3 8 More Complex Bayes Networks.mp4 45.48 MB
3. Probability in AI/Unit 3 8a Two Test Cancer Example.mp4 13.89 MB
3. Probability in AI/Unit 3 8b Answer.mp4 24.28 MB
3. Probability in AI/Unit 3 8c Question.mp4 2.28 MB
3. Probability in AI/Unit 3 8d Answer.mp4 13.61 MB
3. Probability in AI/Unit 3 9 Conditional Independence.mp4 34.64 MB
3. Probability in AI/Unit 3 9a Answer.mp4 7.05 MB
3. Probability in AI/Unit 3 9b Question.mp4 6.71 MB
3. Probability in AI/Unit 3 9c Answer.mp4 34.02 MB
3. Probability in AI/Unit 3 9d Absolute vs Conditional Independence.mp4 5.1 MB
3. Probability in AI/Unit 3 9e Answer.mp4 7.77 MB
4. Probabilistic Inference/Unit 4, 1 Probabilistic Inference.mp4 44.99 MB
4. Probabilistic Inference/Unit 4, 10 Monty Hall Problem.mp4 14.29 MB
4. Probabilistic Inference/Unit 4, 10a Answer.mp4 17.13 MB
4. Probabilistic Inference/Unit 4, 10b Monty Hall Letter.mp4 6.58 MB
4. Probabilistic Inference/Unit 4, 1a Answer.mp4 2.03 MB
4. Probabilistic Inference/Unit 4, 2 Enumeration.mp4 43.26 MB
4. Probabilistic Inference/Unit 4, 2a Answer.mp4 18.92 MB
4. Probabilistic Inference/Unit 4, 3 Speeding up Enumeration.mp4 34.12 MB
4. Probabilistic Inference/Unit 4, 3a Answer.mp4 3.86 MB
4. Probabilistic Inference/Unit 4, 3b Second Question.mp4 2.22 MB
4. Probabilistic Inference/Unit 4, 3c Second Answer.mp4 5.81 MB
4. Probabilistic Inference/Unit 4, 3d Third Question.mp4 2 MB
4. Probabilistic Inference/Unit 4, 3e Third Answer.mp4 2.04 MB
4. Probabilistic Inference/Unit 4, 3f Fourth Question.mp4 1.28 MB
4. Probabilistic Inference/Unit 4, 3g Fourth Answer.mp4 4.26 MB
4. Probabilistic Inference/Unit 4, 3h Causal Direction.mp4 2.96 MB
4. Probabilistic Inference/Unit 4, 4 Variable Elimination.mp4 45.6 MB
4. Probabilistic Inference/Unit 4, 4a Answer.mp4 4.38 MB
4. Probabilistic Inference/Unit 4, 4b More Variable Elimination.mp4 5.22 MB
4. Probabilistic Inference/Unit 4, 4c Answer.mp4 6.1 MB
4. Probabilistic Inference/Unit 4, 4d Even More Variable Elimination.mp4 5.46 MB
4. Probabilistic Inference/Unit 4, 4e Answer.mp4 3.21 MB
4. Probabilistic Inference/Unit 4, 4f Summary.mp4 3.15 MB
4. Probabilistic Inference/Unit 4, 5 Approximate Inference Sampling.mp4 20.87 MB
4. Probabilistic Inference/Unit 4, 6 Sampling Example.mp4 19.66 MB
4. Probabilistic Inference/Unit 4, 6a Sampling Example.mp4 9.61 MB
4. Probabilistic Inference/Unit 4, 6b More Sampling.mp4 17.25 MB
4. Probabilistic Inference/Unit 4, 7 Rejection Sampling.mp4 19.54 MB
4. Probabilistic Inference/Unit 4, 8 Likelihood Weighting.mp4 18.55 MB
4. Probabilistic Inference/Unit 4, 8a Answer.mp4 5.82 MB
4. Probabilistic Inference/Unit 4, 8b Likelihood Weighting is Consistent.mp4 3.08 MB
4. Probabilistic Inference/Unit 4, 8c Likelihood Weighting Problems.mp4 8.72 MB
4. Probabilistic Inference/Unit 4, 9 Gibbs Sampling.mp4 17.97 MB
5. Machine Learning/Unit 5 1 Introduction.mp4 12.85 MB
5. Machine Learning/Unit 5 10 Question.mp4 2.88 MB
5. Machine Learning/Unit 5 11 Answer.mp4 2.86 MB
5. Machine Learning/Unit 5 12 Maximum Likelihood.mp4 48.94 MB
5. Machine Learning/Unit 5 13 Answer.mp4 5.71 MB
5. Machine Learning/Unit 5 14 Relationship to Bayes Networks.mp4 15.19 MB
5. Machine Learning/Unit 5 15 Answer.mp4 5.42 MB
5. Machine Learning/Unit 5 16 Question.mp4 5.1 MB
5. Machine Learning/Unit 5 17 Answer.mp4 11.73 MB
5. Machine Learning/Unit 5 18 Question.mp4 4.09 MB
5. Machine Learning/Unit 5 19 Answer.mp4 11.35 MB
5. Machine Learning/Unit 5 2 What is Machine Learning.mp4 20.9 MB
5. Machine Learning/Unit 5 20 Question.mp4 3.9 MB
5. Machine Learning/Unit 5 21 Answer and Laplace Smoothing.mp4 35.4 MB
5. Machine Learning/Unit 5 22 Answer.mp4 13.44 MB
5. Machine Learning/Unit 5 23 Question.mp4 4.63 MB
5. Machine Learning/Unit 5 24 Answer.mp4 14.61 MB
5. Machine Learning/Unit 5 25 Question.mp4 3.69 MB
5. Machine Learning/Unit 5 26 Answer.mp4 10.16 MB
5. Machine Learning/Unit 5 27 Summary Naive Bayes.mp4 18.05 MB
5. Machine Learning/Unit 5 28 Advanced SPAM Filtering.mp4 16.12 MB
5. Machine Learning/Unit 5 29 Digit Recognition.mp4 26.68 MB
5. Machine Learning/Unit 5 3 Answer.mp4 8.31 MB
5. Machine Learning/Unit 5 30 Overfitting Prevention.mp4 34.23 MB
5. Machine Learning/Unit 5 31 Classification vs Regression.mp4 21.34 MB
5. Machine Learning/Unit 5 32 Answer.mp4 5.38 MB
5. Machine Learning/Unit 5 33 Linear Regression.mp4 32.55 MB
5. Machine Learning/Unit 5 34 Answer.mp4 13.86 MB
5. Machine Learning/Unit 5 35 More Linear Regression.mp4 10.58 MB
5. Machine Learning/Unit 5 36 Quadratic Loss.mp4 45.99 MB
5. Machine Learning/Unit 5 37 Answer.mp4 16.04 MB
5. Machine Learning/Unit 5 38 Problems with Linear Regression.mp4 22.15 MB
5. Machine Learning/Unit 5 39 Answer.mp4 11.37 MB
5. Machine Learning/Unit 5 4 Stanley DARPA Grand Challenge.mp4 24.65 MB
5. Machine Learning/Unit 5 40 Linear Regression and Complexity Control.mp4 17.21 MB
5. Machine Learning/Unit 5 41 Minimizing Complicated Loss Functions.mp4 20.59 MB
5. Machine Learning/Unit 5 42 Answer.mp4 9.57 MB
5. Machine Learning/Unit 5 43 Question.mp4 5.18 MB
5. Machine Learning/Unit 5 44 Answer.mp4 3.79 MB
5. Machine Learning/Unit 5 45 Question.mp4 4.33 MB
5. Machine Learning/Unit 5 46 Answer.mp4 12.37 MB
5. Machine Learning/Unit 5 47 Gradient Descent Implementation.mp4 18.17 MB
5. Machine Learning/Unit 5 48 Perceptron.mp4 46.93 MB
5. Machine Learning/Unit 5 49 Answer and SVMs.mp4 63.57 MB
5. Machine Learning/Unit 5 5 Taxonomy.mp4 42.67 MB
5. Machine Learning/Unit 5 50 k Nearest Neighbors.mp4 20.42 MB
5. Machine Learning/Unit 5 51 kNN Definition.mp4 13.06 MB
5. Machine Learning/Unit 5 52 Answer.mp4 7.75 MB
5. Machine Learning/Unit 5 53 k as Smoothing Parameter.mp4 18.88 MB
5. Machine Learning/Unit 5 54 Problems with kNN.mp4 22.83 MB
5. Machine Learning/Unit 5 55 Congratulations.mp4 13.54 MB
5. Machine Learning/Unit 5 6 Supervised Learning.mp4 35.43 MB
5. Machine Learning/Unit 5 7 Occam's Razor.mp4 29.97 MB
5. Machine Learning/Unit 5 8 SPAM Detection.mp4 49.28 MB
5. Machine Learning/Unit 5 9 Answer.mp4 5.92 MB
6. Unsupervised Learning/Unit 6 1 Unsupervised Learning.mp4 12.31 MB
6. Unsupervised Learning/Unit 6 1a Answer.mp4 4.88 MB
6. Unsupervised Learning/Unit 6 1b Question.mp4 7.62 MB
6. Unsupervised Learning/Unit 6 1c Answer.mp4 9.32 MB
6. Unsupervised Learning/Unit 6 2 Terminology.mp4 14.32 MB
6. Unsupervised Learning/Unit 6 3 Google Street View and Clustering.mp4 38.33 MB
6. Unsupervised Learning/Unit 6 4 k-Means Clustering Example.mp4 18.94 MB
6. Unsupervised Learning/Unit 6 4a k-Means Algorithm.mp4 20.56 MB
6. Unsupervised Learning/Unit 6 4b Answer.mp4 2.79 MB
6. Unsupervised Learning/Unit 6 4c Question.mp4 2.73 MB
6. Unsupervised Learning/Unit 6 4d Answer.mp4 6.06 MB
6. Unsupervised Learning/Unit 6 4e Question.mp4 1.88 MB
6. Unsupervised Learning/Unit 6 4f Answer.mp4 4.82 MB
6. Unsupervised Learning/Unit 6 5 Expectation Maximization.mp4 39.33 MB
6. Unsupervised Learning/Unit 6 5a Gaussian Learning.mp4 22.23 MB
6. Unsupervised Learning/Unit 6 5b Maximum Likelihood.mp4 41.67 MB
6. Unsupervised Learning/Unit 6 5c Answer.mp4 6.05 MB
6. Unsupervised Learning/Unit 6 5d Question.mp4 1.95 MB
6. Unsupervised Learning/Unit 6 5e Answer.mp4 3.67 MB
6. Unsupervised Learning/Unit 6 5f Question.mp4 8.21 MB
6. Unsupervised Learning/Unit 6 5g Answer.mp4 5.94 MB
6. Unsupervised Learning/Unit 6 5h Gaussian Summary.mp4 3.04 MB
6. Unsupervised Learning/Unit 6 5i EM as Generalization of k-Means.mp4 23.74 MB
6. Unsupervised Learning/Unit 6 5j EM Algorithm.mp4 30.45 MB
6. Unsupervised Learning/Unit 6 5k Answer.mp4 3.13 MB
6. Unsupervised Learning/Unit 6 5l Question.mp4 4.29 MB
6. Unsupervised Learning/Unit 6 5m Answer.mp4 1.68 MB
6. Unsupervised Learning/Unit 6 5n Question.mp4 7.49 MB
6. Unsupervised Learning/Unit 6 5o Answer.mp4 8.2 MB
6. Unsupervised Learning/Unit 6 5p Choosing k.mp4 20.98 MB
6. Unsupervised Learning/Unit 6 5q Clustering Summary.mp4 6.79 MB
6. Unsupervised Learning/Unit 6 6 Dimensionality Reduction.mp4 4.9 MB
6. Unsupervised Learning/Unit 6 6a Answer.mp4 2.23 MB
6. Unsupervised Learning/Unit 6 6b Question.mp4 1.39 MB
6. Unsupervised Learning/Unit 6 6c Answer.mp4 5.23 MB
6. Unsupervised Learning/Unit 6 6d Linear Dimensionality Reduction.mp4 33.01 MB
6. Unsupervised Learning/Unit 6 6e Face Example.mp4 21.01 MB
6. Unsupervised Learning/Unit 6 6f Scan Example.mp4 36.63 MB
6. Unsupervised Learning/Unit 6 6g Piece-Wise Linear Projection.mp4 5.66 MB
6. Unsupervised Learning/Unit 6 7 Spectral Clustering.mp4 6.66 MB
6. Unsupervised Learning/Unit 6 7a Answer.mp4 5.37 MB
6. Unsupervised Learning/Unit 6 7b Spectral Clustering Algorithm.mp4 62.08 MB
6. Unsupervised Learning/Unit 6 7c Answer.mp4 817.14 KB
6. Unsupervised Learning/Unit 6 7d Question.mp4 3.13 MB
6. Unsupervised Learning/Unit 6 7e Answer.mp4 2.25 MB
6. Unsupervised Learning/Unit 6 8 Supervised vs Unsupervised Learning.mp4 18.48 MB
7. Representation with Logic/Unit 7 1 Introduction.mp4 13.21 MB
7. Representation with Logic/Unit 7 2 Propositional Logic.mp4 38.06 MB
7. Representation with Logic/Unit 7 2a Truth Tables.mp4 23.31 MB
7. Representation with Logic/Unit 7 2b Answer.mp4 6.94 MB
7. Representation with Logic/Unit 7 2c Question.mp4 5 MB
7. Representation with Logic/Unit 7 2d Answer.mp4 13.94 MB
7. Representation with Logic/Unit 7 2e Question.mp4 10.7 MB
7. Representation with Logic/Unit 7 2f Answer.mp4 6.97 MB
7. Representation with Logic/Unit 7 2g Terminology.mp4 17.17 MB
7. Representation with Logic/Unit 7 2h Answer.mp4 16.17 MB
7. Representation with Logic/Unit 7 2i Propositional Logic Limitations.mp4 11.81 MB
7. Representation with Logic/Unit 7 3 First Order Logic.mp4 36.25 MB
7. Representation with Logic/Unit 7 3a Models.mp4 36.62 MB
7. Representation with Logic/Unit 7 3b Syntax.mp4 39.83 MB
7. Representation with Logic/Unit 7 3c Vacuum World.mp4 30.62 MB
7. Representation with Logic/Unit 7 3d Question.mp4 13.35 MB
7. Representation with Logic/Unit 7 3e Answer.mp4 12.64 MB
7. Representation with Logic/Unit 7 3f Question.mp4 29.02 MB
7. Representation with Logic/Unit 7 3g Answer.mp4 19.76 MB
8. Planning/Unit 8 1 Introduction.mp4 9.3 MB
8. Planning/Unit 8 10 Infinite Sequences.mp4 19.27 MB
8. Planning/Unit 8 11 Finding a Successful Plan-.mp4 16.75 MB
8. Planning/Unit 8 12 Finding a Successful Plan Question.mp4 21.37 MB
8. Planning/Unit 8 13 Finding a Successful Plan Answer.mp4 8.8 MB
8. Planning/Unit 8 14 Problem Solving via Mathematical Notation.mp4 27.15 MB
8. Planning/Unit 8 15 Tracking the Predict Update Cycle.mp4 24.79 MB
8. Planning/Unit 8 16 Classical Planning 1.mp4 54.11 MB
8. Planning/Unit 8 17 Classical Planning 2.mp4 17.07 MB
8. Planning/Unit 8 18 Progression Search.mp4 14.26 MB
8. Planning/Unit 8 19 Regression Search.mp4 31.49 MB
8. Planning/Unit 8 2 Problem Solving vs Planning.mp4 30.27 MB
8. Planning/Unit 8 20 Regression vs Progression.mp4 18.24 MB
8. Planning/Unit 8 21 Plan Space Search.mp4 19.14 MB
8. Planning/Unit 8 22 Sliding Puzzle Example.mp4 31.02 MB
8. Planning/Unit 8 23 Situation Calculus 1.mp4 37.22 MB
8. Planning/Unit 8 24 Situation Calculus 2.mp4 39.38 MB
8. Planning/Unit 8 25 Situation Calculus 3.mp4 28.39 MB
8. Planning/Unit 8 3 Planning vs Execution.mp4 30.5 MB
8. Planning/Unit 8 4 Vacuum Cleaner Example.mp4 20.19 MB
8. Planning/Unit 8 5 Sensorless Vacumm Cleaner Problem-.mp4 20.06 MB
8. Planning/Unit 8 6 Sensorless Vacuum Cleaner Answer.mp4 3.17 MB
8. Planning/Unit 8 7 Partially Observable Vacuum Cleaner Example.mp4 21.82 MB
8. Planning/Unit 8 8 Stocastic Environment Problem.mp4 26.68 MB
8. Planning/Unit 8 9 Stochastic Environment Answer.mp4 7.17 MB
9. Planning under Uncertainty/Unit 9 01 Introduction.mp4 6.32 MB
9. Planning under Uncertainty/Unit 9 02 Planning Under Uncertainty MDP.mp4 34.81 MB
9. Planning under Uncertainty/Unit 9 03 Robot Tour Guide Examples.mp4 45.27 MB
9. Planning under Uncertainty/Unit 9 04 MDP Grid World.mp4 29.19 MB
9. Planning under Uncertainty/Unit 9 05 Problems with Conventional Planning 1.mp4 15.41 MB
9. Planning under Uncertainty/Unit 9 06 Branching Factor Question.mp4 5.39 MB
9. Planning under Uncertainty/Unit 9 07 Branching Factor Answer.mp4 3.07 MB
9. Planning under Uncertainty/Unit 9 08 Problems with Conventional Planning 2.mp4 13.06 MB
9. Planning under Uncertainty/Unit 9 09 Policy Question 1.mp4 6.04 MB
9. Planning under Uncertainty/Unit 9 10 Policy Answer 1.mp4 1.21 MB
9. Planning under Uncertainty/Unit 9 11 Policy Question 2.mp4 1.05 MB
9. Planning under Uncertainty/Unit 9 12 Policy Answer 2.mp4 1.49 MB
9. Planning under Uncertainty/Unit 9 13 Policy Question 3.mp4 2.66 MB
9. Planning under Uncertainty/Unit 9 14 Policy Answer 3 Question 4.mp4 7.13 MB
9. Planning under Uncertainty/Unit 9 15 Policy Answer 4.mp4 4.07 MB
9. Planning under Uncertainty/Unit 9 16 MDP and Costs.mp4 25.85 MB
9. Planning under Uncertainty/Unit 9 17 Value Iteration 1.mp4 14.13 MB
9. Planning under Uncertainty/Unit 9 18 Value Iteration 2.mp4 1.53 MB
9. Planning under Uncertainty/Unit 9 19 Value Iteration 3.mp4 40.95 MB
9. Planning under Uncertainty/Unit 9 20 Deterministic Question 1.mp4 8.74 MB
9. Planning under Uncertainty/Unit 9 21 Deterministic Answer 1.mp4 2.96 MB
9. Planning under Uncertainty/Unit 9 22 Deterministic Question 2.mp4 1.35 MB
9. Planning under Uncertainty/Unit 9 23 Deterministic Answer 2.mp4 3.29 MB
9. Planning under Uncertainty/Unit 9 24 Deterministic Question 3.mp4 2.01 MB
9. Planning under Uncertainty/Unit 9 25 Deterministic Answer 3.mp4 7.19 MB
9. Planning under Uncertainty/Unit 9 26 Stochastic Question 1.mp4 4.01 MB
9. Planning under Uncertainty/Unit 9 27 Stochastic Answer 1.mp4 8.99 MB
9. Planning under Uncertainty/Unit 9 28 Stochastic Question 2.mp4 3.38 MB
9. Planning under Uncertainty/Unit 9 29 Stochastic Answer 2.mp4 12.98 MB
9. Planning under Uncertainty/Unit 9 30 Value Iterations and Policy 1.mp4 7.9 MB
9. Planning under Uncertainty/Unit 9 31 Value Iterations and Policy 2.mp4 27.38 MB
9. Planning under Uncertainty/Unit 9 32 MDP Conclusion.mp4 17.32 MB
9. Planning under Uncertainty/Unit 9 33 Partial Observability Introduction.mp4 8.36 MB
9. Planning under Uncertainty/Unit 9 34 POMDP vs MDP.mp4 6.37 MB
9. Planning under Uncertainty/Unit 9 35 POMDP.mp4 61.83 MB
9. Planning under Uncertainty/Unit 9 36 Planning Under Uncertainty Conclusion.mp4 6.84 MB
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