1. Welcome to AI/Unit 0w, 1 Introduction.mp415.99MB

1. Welcome to AI/Unit 1w, 1 Introduction.mp421.73MB

1. Welcome to AI/Unit 1w, 10 AI and Uncertainty.mp414.85MB

1. Welcome to AI/Unit 1w, 11 Examples of AI in Practice.mp450.41MB

1. Welcome to AI/Unit 1w, 12 Chinese Translation Answer.mp413.01MB

1. Welcome to AI/Unit 1w, 13 Chinese Translation Answer 2.mp48.27MB

1. Welcome to AI/Unit 1w, 14 Chinese Translation Answer 3.mp415.7MB

1. Welcome to AI/Unit 1w, 15 Congratulations.mp49.29MB

1. Welcome to AI/Unit 1w, 2 Intelligent Agents.mp416.16MB

1. Welcome to AI/Unit 1w, 3 Applications of AI.mp467.27MB

1. Welcome to AI/Unit 1w, 4 Terminology.mp453.68MB

1. Welcome to AI/Unit 1w, 5 Checkers Answer.mp410.09MB

1. Welcome to AI/Unit 1w, 6 Poker.mp42.33MB

1. Welcome to AI/Unit 1w, 7 Poker Answer.mp45.2MB

1. Welcome to AI/Unit 1w, 8 Robotic Car.mp43.66MB

1. Welcome to AI/Unit 1w, 9 Robotic Car Answer.mp44.78MB

10. Reinforcement Learning/Unit 10 01 Introduction.mp4.mp48.01MB

10. Reinforcement Learning/Unit 10 03 Forms of Learning.mp4.mp414.76MB

10. Reinforcement Learning/Unit 10 04 Forms of Learning Question.mp4.mp417.92MB

10. Reinforcement Learning/Unit 10 05 Forms of Learning Answer.mp4.mp410.69MB

10. Reinforcement Learning/Unit 10 06 MDP Review.mp4.mp416.26MB

10. Reinforcement Learning/Unit 10 07 Solving a MDP.mp4.mp414.37MB

10. Reinforcement Learning/Unit 10 08 Agents of Reinforcement Learning.mp4.mp421.05MB

10. Reinforcement Learning/Unit 10 09 Passive vs Active.mp4.mp414.48MB

10. Reinforcement Learning/Unit 10 10 Passive Temporal Difference Learning.mp4.mp458.03MB

10. Reinforcement Learning/Unit 10 11 Passive Agent Results.mp4.mp48.87MB

10. Reinforcement Learning/Unit 10 12 Weaknesses Question.mp4.mp410.54MB

10. Reinforcement Learning/Unit 10 13 Weaknesses Answers.mp4.mp48.73MB

10. Reinforcement Learning/Unit 10 14 Active Reinforcement Learning.mp4.mp47.87MB

10. Reinforcement Learning/Unit 10 15 Greedy Agent Results.mp4.mp412.15MB

10. Reinforcement Learning/Unit 10 16 Balancing Policy.mp4.mp414.5MB

10. Reinforcement Learning/Unit 10 17 Errors in Utility Questions.mp4.mp414.86MB

10. Reinforcement Learning/Unit 10 18 Errors in Utility Answers.mp4.mp49.19MB

10. Reinforcement Learning/Unit 10 19 Exploration Agents.mp4.mp410.22MB

10. Reinforcement Learning/Unit 10 2 Successes.mp4.mp428.28MB

10. Reinforcement Learning/Unit 10 20 Exploration Agent Results.mp4.mp47.56MB

10. Reinforcement Learning/Unit 10 21 Q Learning 1.mp4.mp411.73MB

10. Reinforcement Learning/Unit 10 22 Q Learning 2.mp4.mp414.47MB

10. Reinforcement Learning/Unit 10 23 Pacman 1.mp4.mp416.02MB

10. Reinforcement Learning/Unit 10 24 Pacman 2.mp4.mp421.32MB

10. Reinforcement Learning/Unit 10 25 Conclusion.mp4.mp46.63MB

11. HMMs and Filters/Unit 11 01.mp4 Introduction.mp4.mp411.47MB

11. HMMs and Filters/Unit 11 02.mp4 Hidden Markov Models.mp4.mp48.41MB

11. HMMs and Filters/Unit 11 03.mp4 Bayes Network of HMMs.mp4.mp415.75MB

11. HMMs and Filters/Unit 11 04.mp4 Localization Problem Examples.mp4.mp441.71MB

11. HMMs and Filters/Unit 11 05.mp4 Markov Chain Question 1.mp4.mp411.36MB

11. HMMs and Filters/Unit 11 06.mp4 Markov Chain Answer 1.mp4.mp422.51MB

11. HMMs and Filters/Unit 11 07.mp4 Markov Chain Question 2.mp4.mp44.91MB

11. HMMs and Filters/Unit 11 08.mp4 Markov Chain Answer 2.mp4.mp412.37MB

11. HMMs and Filters/Unit 11 09.mp4 Stationary Distribution.mp4.mp423.26MB

11. HMMs and Filters/Unit 11 10.mp4 Stationary Distribution Question-.mp4.mp42.81MB

11. HMMs and Filters/Unit 11 11.mp4 Stationary Distribution Answer.mp4.mp414.88MB

11. HMMs and Filters/Unit 11 12.mp4 Finding Transition Probabilities.mp4.mp417.95MB

11. HMMs and Filters/Unit 11 13.mp4 Transition Probabilities Question.mp4.mp43.45MB

11. HMMs and Filters/Unit 11 14.mp4 Transition Probabilities Answer.mp4.mp46.2MB

11. HMMs and Filters/Unit 11 15.mp4 Laplacian Smoothing Question.mp4.mp413.58MB

11. HMMs and Filters/Unit 11 16.mp4 Laplacian Smoothing Answer.mp4.mp417.52MB

11. HMMs and Filters/Unit 11 17.mp4 HMM Happy Grumpy Problem.mp4.mp436.73MB

11. HMMs and Filters/Unit 11 18.mp4 Happy Grumpy Question.mp4.mp47.19MB

11. HMMs and Filters/Unit 11 19.mp4 Happy Grumpy Answer.mp4.mp48.54MB

11. HMMs and Filters/Unit 11 20.mp4 Wow You Understand.mp4.mp44.48MB

11. HMMs and Filters/Unit 11 21.mp4 HMMs and Robot Localization.mp4.mp426.28MB

11. HMMs and Filters/Unit 11 22.mp4 HMM Equations.mp4.mp424.6MB

11. HMMs and Filters/Unit 11 23 HMM Localization Example.mp4.mp427.1MB

11. HMMs and Filters/Unit 11 24.mp4 Particle Filters.mp4.mp453.65MB

11. HMMs and Filters/Unit 11 25.mp4 Localization and Particle Filters.mp4.mp451.98MB

11. HMMs and Filters/Unit 11 26.mp4 Particle Filter Algorithm.mp4.mp423.38MB

11. HMMs and Filters/Unit 11 27.mp4 Particle Filters Pros and Cons.mp4.mp414.16MB

11. HMMs and Filters/Unit 11 28.mp4 Conclusion.mp4.mp47.76MB

12. MDP review/mdpreview 1 01 Deterministic Question.mp4.mp414.96MB

12. MDP review/mdpreview 1 02 Deterministic Answer.mp4.mp42.22MB

12. MDP review/mdpreview 1 03 Single Backup Question.mp4.mp45.73MB

12. MDP review/mdpreview 1 04 Single Backup Answer.mp4.mp43.94MB

12. MDP review/mdpreview 1 05 Convergence Question.mp4.mp44.98MB

12. MDP review/mdpreview 1 07 Optimal Policy Question.mp4.mp44.37MB

12. MDP review/mdpreview 1 08 Optimal Policy Answer.mp4.mp45.16MB

12. MDP review/mdpreview 6 06 Convergence Answer.mp4.mp46.91MB

12. MDP review/Unit 10 07 Solving a MDP.mp4.mp414.37MB

12. MDP review/Unit 10 08 Agents of Reinforcement Learning.mp4.mp421.05MB

12. MDP review/Unit 10 09 Passive vs Active.mp4.mp414.48MB

12. MDP review/Unit 10 10 Passive Temporal Difference Learning.mp4.mp458.03MB

12. MDP review/Unit 10 11 Passive Agent Results.mp4.mp48.87MB

12. MDP review/Unit 10 12 Weaknesses Question.mp4.mp410.54MB

12. MDP review/Unit 10 13 Weaknesses Answers.mp4.mp48.73MB

12. MDP review/Unit 10 14 Active Reinforcement Learning.mp4.mp47.87MB

12. MDP review/Unit 10 15 Greedy Agent Results.mp4.mp412.15MB

12. MDP review/Unit 10 16 Balancing Policy.mp4.mp414.5MB

12. MDP review/Unit 10 17 Errors in Utility Questions.mp4.mp414.86MB

12. MDP review/Unit 10 18 Errors in Utility Answers.mp4.mp49.19MB

12. MDP review/Unit 10 19 Exploration Agents.mp4.mp410.22MB

12. MDP review/Unit 10 20 Exploration Agent Results.mp4.mp47.56MB

12. MDP review/Unit 10 21 Q Learning 1.mp4.mp411.73MB

12. MDP review/Unit 10 22 Q Learning 2.mp4.mp414.47MB

12. MDP review/Unit 10 23 Pacman 1.mp4.mp416.02MB

12. MDP review/Unit 10 24 Pacman 2.mp4.mp421.32MB

12. MDP review/Unit 10 25 Conclusion.mp4.mp46.63MB

13. Games/Unit 13 01 Introduction.mp4.mp44.74MB

13. Games/Unit 13 02 Technologies Question.mp4.mp411.7MB

13. Games/Unit 13 03 Technologies Answer.mp4.mp45.86MB

13. Games/Unit 13 04 Games Question.mp4.mp410.47MB

13. Games/Unit 13 05 Games Answer.mp4.mp417.07MB

13. Games/Unit 13 06 Single Player Game.mp4.mp421.36MB

13. Games/Unit 13 07 Two Player Game.mp4.mp439.07MB

13. Games/Unit 13 08 Two Player Function.mp4.mp417.13MB

13. Games/Unit 13 09 Time Complexity Question.mp4.mp410.13MB

13. Games/Unit 13 10 Time Complexity Answer.mp4.mp42.42MB

13. Games/Unit 13 11 Space Complexity Question.mp4.mp44.28MB

13. Games/Unit 13 12 Space Complexity Answer.mp4.mp45.44MB

13. Games/Unit 13 13 Chess Question.mp4.mp47.71MB

13. Games/Unit 13 14 Chess Answer.mp4.mp42.33MB

13. Games/Unit 13 15 Complexity Reduction Question.mp4.mp45.61MB

13. Games/Unit 13 16 Complexity Reduction Answer.mp4.mp4919.8KB

13. Games/Unit 13 17 Review Question.mp4.mp410.84MB

13. Games/Unit 13 18 Review Answer.mp4.mp45.05MB

13. Games/Unit 13 19 Reduce B.mp4.mp417.14MB

13. Games/Unit 13 20 Reduce B Question.mp4.mp41.45MB

13. Games/Unit 13 21 Reduce B Answer.mp4.mp45.03MB

13. Games/Unit 13 22 Reduce M.mp4.mp425.16MB

13. Games/Unit 13 23 Computing State Values.mp4.mp417.28MB

13. Games/Unit 13 24 Complexity Reduction Benefits.mp4.mp428.18MB

13. Games/Unit 13 25 Pacman Question.mp4.mp410.1MB

13. Games/Unit 13 26 Pacman Answer.mp4.mp418.6MB

13. Games/Unit 13 27 Chance.mp4.mp415.76MB

13. Games/Unit 13 28 Chance Question.mp4.mp48.32MB

13. Games/Unit 13 29 Chance Answer.mp4.mp412.11MB

13. Games/Unit 13 30 Terminal State Question.mp4.mp41.86MB

13. Games/Unit 13 31 Terminal State Answer.mp4.mp47.28MB

13. Games/Unit 13 32 Game Tree Question 1.mp4.mp43.47MB

13. Games/Unit 13 33 Game Tree Answer 1.mp4.mp43.16MB

13. Games/Unit 13 34 Game Tree Question 2.mp4.mp48MB

13. Games/Unit 13 35 Game Tree Answer 2.mp4.mp46.14MB

13. Games/Unit 13 36 Conclusion.mp4.mp416.11MB

14. Game Theory/Unit 14 01 Introduction.mp4.mp421.66MB

14. Game Theory/Unit 14 02 Dominant Strategy Question.mp4.mp427.54MB

14. Game Theory/Unit 14 03 Dominant Strategy Answer.mp4.mp45.97MB

14. Game Theory/Unit 14 04 Pareto Optimal Question.mp4.mp45.81MB

14. Game Theory/Unit 14 05 Pareto Optimal Answer.mp4.mp42.94MB

14. Game Theory/Unit 14 06 Equilibrium Question.mp4.mp45.3MB

14. Game Theory/Unit 14 07 Equilibrium Answer.mp4.mp48.34MB

14. Game Theory/Unit 14 08 Game Console Question 1.mp4.mp416.39MB

14. Game Theory/Unit 14 09 Game Console Answer 1.mp4.mp44.6MB

14. Game Theory/Unit 14 10 Game Console Question 2.mp4.mp41.79MB

14. Game Theory/Unit 14 11 Game Console Answer 2.mp4.mp43.36MB

14. Game Theory/Unit 14 12 2 Finger Morra.mp4.mp417.56MB

14. Game Theory/Unit 14 13 Tree Question.mp4.mp419.26MB

14. Game Theory/Unit 14 14 Tree Answer.mp4.mp412.41MB

14. Game Theory/Unit 14 15 Mixed Strategy.mp4.mp425.04MB

14. Game Theory/Unit 14 16 Solving the Game.mp4.mp422.1MB

14. Game Theory/Unit 14 17 Mixed Strategy Issues.mp4.mp424.16MB

14. Game Theory/Unit 14 18 2x2 Game Question 1.mp4.mp48.64MB

14. Game Theory/Unit 14 19 2x2 Game Answer 1.mp4.mp46.8MB

14. Game Theory/Unit 14 20 2x2 Game Question 2.mp4.mp44.78MB

14. Game Theory/Unit 14 21 2x2 Game Answer 2.mp4.mp416.09MB

14. Game Theory/Unit 14 22 Geometric Interpretation.mp4.mp415.92MB

14. Game Theory/Unit 14 23 Poker.mp4.mp430.06MB

14. Game Theory/Unit 14 24 Game Theory Strategies.mp4.mp417.65MB

14. Game Theory/Unit 14 25 Fed vs Politicians Question.mp4.mp410.07MB

14. Game Theory/Unit 14 26 Fed Vs Politicians Answer.mp4.mp419.62MB

14. Game Theory/Unit 14 27 Mechanism Design.mp4.mp417.56MB

14. Game Theory/Unit 14 28 Auction Question.mp4.mp427.88MB

14. Game Theory/Unit 14 29 Auction Answer.mp4.mp49.57MB

15. Advanced Planning/Unit 15 01 Introduction.mp4.mp46.38MB

15. Advanced Planning/Unit 15 02 Scheduling.mp4.mp48.94MB

15. Advanced Planning/Unit 15 03 Schedule Question.mp4.mp419.14MB

15. Advanced Planning/Unit 15 04 Schedule Answer.mp4.mp49.06MB

15. Advanced Planning/Unit 15 05 Resources Question.mp4.mp412.5MB

15. Advanced Planning/Unit 15 06 Resources Answer.mp4.mp48.55MB

15. Advanced Planning/Unit 15 07 Extending Planning.mp4.mp49.32MB

15. Advanced Planning/Unit 15 08 Hierarchical Planning.mp4.mp414.71MB

15. Advanced Planning/Unit 15 09 Refinement Planning.mp4.mp416.1MB

15. Advanced Planning/Unit 15 10 Reachable States.mp4.mp416.77MB

15. Advanced Planning/Unit 15 11 Reachable States Question.mp4.mp417.95MB

15. Advanced Planning/Unit 15 12 Reachable States Answer.mp4.mp49.81MB

15. Advanced Planning/Unit 15 13 Conformant Plan Question.mp4.mp417.88MB

15. Advanced Planning/Unit 15 14 Conformant Plan Answer.mp4.mp44.28MB

15. Advanced Planning/Unit 15 15 Sensory Plan Question.mp4.mp45.51MB

15. Advanced Planning/Unit 15 16 Sensory Plan Answer.mp4.mp49.68MB

16. Computer Vision I/Unit 16 01 Introduction.mp4.mp426.89MB

16. Computer Vision I/Unit 16 02 Image Formation.mp4.mp425.19MB

16. Computer Vision I/Unit 16 03 Projection Length Question.mp4.mp44.02MB

16. Computer Vision I/Unit 16 04 Projection Length Answer.mp4.mp47.06MB

16. Computer Vision I/Unit 16 05 Focal Length Question.mp4.mp43.7MB

16. Computer Vision I/Unit 16 06 Focal Length Answer.mp4.mp44.05MB

16. Computer Vision I/Unit 16 07 Range Question.mp4.mp46.49MB

16. Computer Vision I/Unit 16 08 Range Answer.mp4.mp45.14MB

16. Computer Vision I/Unit 16 09 Perspective Projection.mp4.mp412.93MB

16. Computer Vision I/Unit 16 10 Vanishing Points.mp4.mp415.98MB

16. Computer Vision I/Unit 16 11 Vanishing Points Question.mp4.mp44.08MB

16. Computer Vision I/Unit 16 12 Vanishing Points Answer.mp4.mp46.21MB

16. Computer Vision I/Unit 16 13 Lenses.mp4.mp421.76MB

16. Computer Vision I/Unit 16 14 Computer Vision.mp4.mp415.59MB

16. Computer Vision I/Unit 16 15 Invariance Question A.mp4.mp413.08MB

16. Computer Vision I/Unit 16 16 Invariance Answer A.mp4.mp41.47MB

16. Computer Vision I/Unit 16 17 Invariance Question B.mp4.mp43.66MB

16. Computer Vision I/Unit 16 18 Invariance Answer B.mp4.mp43.55MB

16. Computer Vision I/Unit 16 19 Invariance Question C.mp4.mp43.12MB

16. Computer Vision I/Unit 16 20 Invariance Answer C.mp4.mp43.4MB

16. Computer Vision I/Unit 16 21 Invariance Question D.mp4.mp43.81MB

16. Computer Vision I/Unit 16 22 Invariance Answer D.mp4.mp41.87MB

16. Computer Vision I/Unit 16 23 Invariance Question E.mp4.mp42.42MB

16. Computer Vision I/Unit 16 24 Invariance Answer E.mp4.mp41.41MB

16. Computer Vision I/Unit 16 25 Final Invariance Type.mp4.mp45.85MB

16. Computer Vision I/Unit 16 26 Importance of Invariance.mp4.mp45.95MB

16. Computer Vision I/Unit 16 27 Greyscale Images.mp4.mp420.9MB

16. Computer Vision I/Unit 16 28 Extracting Features.mp4.mp434.08MB

16. Computer Vision I/Unit 16 29 Extracting Features Question.mp4.mp43.67MB

16. Computer Vision I/Unit 16 30 Extracting Features Answer.mp4.mp44.34MB

16. Computer Vision I/Unit 16 31 Linear Filter.mp4.mp414.35MB

16. Computer Vision I/Unit 16 32 Horizontal Edge Question.mp4.mp43.7MB

16. Computer Vision I/Unit 16 33 Horizontal Edge Answer.mp4.mp43.92MB

16. Computer Vision I/Unit 16 34 Vertical Filter Question.mp4.mp42.88MB

16. Computer Vision I/Unit 16 35 Vertical Filter Answer.mp4.mp43.54MB

16. Computer Vision I/Unit 16 36 Filter Results.mp4.mp49.48MB

16. Computer Vision I/Unit 16 37 Gradient Images.mp4.mp419.36MB

16. Computer Vision I/Unit 16 38 Canny Edge Detector.mp4.mp417.09MB

16. Computer Vision I/Unit 16 39 Other Masks.mp4.mp46.67MB

16. Computer Vision I/Unit 16 40 Prewitt Mask Question.mp4.mp42.61MB

16. Computer Vision I/Unit 16 41 Prewitt Mask Answer.mp4.mp41.81MB

16. Computer Vision I/Unit 16 42 Gaussian Kernel Question.mp4.mp413.99MB

16. Computer Vision I/Unit 16 43 Gaussian Kernel Answer.mp4.mp45.37MB

16. Computer Vision I/Unit 16 44 Reasons for Gaussian Kernels.mp4.mp438.86MB

16. Computer Vision I/Unit 16 45 Harris Corner Detector.mp4.mp429.2MB

16. Computer Vision I/Unit 16 46 Modern Feature Detectors.mp4.mp420.62MB

16. Computer Vision I/Unit 16 47 Conclusion.mp4.mp47.25MB

17. Computer Vision II/Unit 17 01 Introduction.mp4.mp46.6MB

17. Computer Vision II/Unit 17 02 Depth Question.mp4.mp44.21MB

17. Computer Vision II/Unit 17 03 Depth Answer.mp4.mp410.5MB

17. Computer Vision II/Unit 17 05 Stereo Question.mp4.mp44.08MB

17. Computer Vision II/Unit 17 06 Stereo Answer.mp4.mp413.38MB

17. Computer Vision II/Unit 17 07 Solving for Depth.mp4.mp421.11MB

17. Computer Vision II/Unit 17 08 Solve Depth Question.mp4.mp46.51MB

17. Computer Vision II/Unit 17 09 Solve Depth Answer.mp4.mp42.73MB

17. Computer Vision II/Unit 17 10 Change in X Question.mp4.mp44.29MB

17. Computer Vision II/Unit 17 11 Change in X Answer.mp4.mp42.83MB

17. Computer Vision II/Unit 17 12 Focal Length Question.mp4.mp44.74MB

17. Computer Vision II/Unit 17 13 Focal Length Answer.mp4.mp42.87MB

17. Computer Vision II/Unit 17 14 Correspondence Question.mp4.mp46.07MB

17. Computer Vision II/Unit 17 15 Correspondence Answer.mp4.mp412.06MB

17. Computer Vision II/Unit 17 16 Determine Correspondence Question.mp4.mp421.89MB

17. Computer Vision II/Unit 17 17 Determine Correspondence Answer.mp4.mp42.12MB

17. Computer Vision II/Unit 17 18 SSD Minimization.mp4.mp423.07MB

17. Computer Vision II/Unit 17 19 Disparity Maps.mp4.mp426.09MB

17. Computer Vision II/Unit 17 20 Context Question.mp4.mp413.22MB

17. Computer Vision II/Unit 17 21 Context Answer.mp4.mp46.38MB

17. Computer Vision II/Unit 17 22 Alignment 1 Question.mp4.mp415.18MB

17. Computer Vision II/Unit 17 23 Alignment 1 Answer.mp4.mp44.83MB

17. Computer Vision II/Unit 17 24 Alignment 2 Question.mp4.mp45.16MB

17. Computer Vision II/Unit 17 25 Alignment 2 Answer.mp4.mp49.81MB

17. Computer Vision II/Unit 17 26 Dynamic Programming.mp4.mp441.84MB

17. Computer Vision II/Unit 17 27 Pixel Correspondence Question 1.mp4.mp47.21MB

17. Computer Vision II/Unit 17 28 Pixel Correspondence Answer 1.mp4.mp47.54MB

17. Computer Vision II/Unit 17 29 Pixel Correspondence Question 2.mp4.mp45.96MB

17. Computer Vision II/Unit 17 30 Pixel Correspondence Answer 2.mp4.mp411.8MB

17. Computer Vision II/Unit 17 31 Finding the Best Alignment.mp4.mp44.91MB

17. Computer Vision II/Unit 17 32 Correspondence Issues.mp4.mp414.26MB

17. Computer Vision II/Unit 17 33 Improving Stereo Vision.mp4.mp445.18MB

18. Computer Vision III/Unit 18 01 Structure from Motion Question.mp4.mp415.05MB

18. Computer Vision III/Unit 18 02 Structure from Motion Answer.mp4.mp44.45MB

18. Computer Vision III/Unit 18 03 Projection Question.mp4.mp46.8MB

18. Computer Vision III/Unit 18 04 Projection Answer.mp4.mp48.04MB

18. Computer Vision III/Unit 18 05 Structure from Motion Models.mp4.mp449.48MB

18. Computer Vision III/Unit 18 06 SFM Math.mp4.mp418.52MB

18. Computer Vision III/Unit 18 07 Recovered Unknowns Question.mp4.mp415.55MB

18. Computer Vision III/Unit 18 08 Recovered Unknowns Answer.mp4.mp48.63MB

18. Computer Vision III/Unit 18 09 Conclusion.mp4.mp48.25MB

19. Robotics I/Unit 19 01 Autonomous Vehicle Intro 1.mp4.mp467.54MB

19. Robotics I/Unit 19 02 Autonomous Vehicle Intro 2.mp4.mp494MB

19. Robotics I/Unit 19 03 Robotics Introduction.mp4.mp44.3MB

19. Robotics I/Unit 19 04 Robotics Question.mp4.mp45.48MB

19. Robotics I/Unit 19 05 Robotics Answer.mp4.mp46.33MB

19. Robotics I/Unit 19 06 Kinematic Question 1.mp4.mp49.07MB

19. Robotics I/Unit 19 07 Kinematic Answer 1.mp4.mp45.76MB

19. Robotics I/Unit 19 08 Kinematic Question 2.mp4.mp42.64MB

19. Robotics I/Unit 19 09 Kinematic Answer 2.mp4.mp44.52MB

19. Robotics I/Unit 19 10 Dynamic Question.mp4.mp41.98MB

19. Robotics I/Unit 19 11 Dynamic Answer.mp4.mp47.03MB

19. Robotics I/Unit 19 12 Helicopter Question 1.mp4.mp43.13MB

19. Robotics I/Unit 19 13 Helicopter Answer 1.mp4.mp45.26MB

19. Robotics I/Unit 19 14 Helicopter Question 2.mp4.mp41.15MB

19. Robotics I/Unit 19 15 Helicopter Answer 2.mp4.mp44.72MB

19. Robotics I/Unit 19 16 Localization.mp4.mp417.51MB

19. Robotics I/Unit 19 17 Monte Carlo Localization.mp4.mp427.85MB

19. Robotics I/Unit 19 18 Localization Question 1.mp4.mp45.51MB

19. Robotics I/Unit 19 19 Localization Answer 1.mp4.mp47.32MB

19. Robotics I/Unit 19 20 Localization Question 2.mp4.mp44.47MB

19. Robotics I/Unit 19 21 Localization Answer 2.mp4.mp49.89MB

2. Problem Solving/Unit 2, Topic 1, Introduction.mp413.2MB

2. Problem Solving/Unit 2, Topic 10, Graph Search Answer.mp44.05MB

2. Problem Solving/Unit 2, Topic 11, Graph Search Termination.mp412.68MB

2. Problem Solving/Unit 2, Topic 12, Uniform Cost Search.mp47.17MB

2. Problem Solving/Unit 2, Topic 13, Uniform Cost Search.mp46.84MB

2. Problem Solving/Unit 2, Topic 14, Uniform Cost Search.mp48.06MB

2. Problem Solving/Unit 2, Topic 15, Uniform Cost Search.mp42.7MB

2. Problem Solving/Unit 2, Topic 16, Uniform Cost Termination.mp410.28MB

2. Problem Solving/Unit 2, Topic 17, Uniform Cost Termination Answer.mp414.78MB

2. Problem Solving/Unit 2, Topic 18, Depth First Search.mp415.33MB

2. Problem Solving/Unit 2, Topic 19, Search Optimality Answer.mp415.28MB

2. Problem Solving/Unit 2, Topic 2, Route Finding Question.mp437.84MB

2. Problem Solving/Unit 2, Topic 20, Storage Requirements, Completeness.mp417.05MB

2. Problem Solving/Unit 2, Topic 21, Completeness Answer.mp46.86MB

2. Problem Solving/Unit 2, Topic 22, More on Uniform Cost Search.mp446.35MB

2. Problem Solving/Unit 2, Topic 23, A-Star Search ANSWER.mp42.91MB

2. Problem Solving/Unit 2, Topic 23, A-Star Search.mp434.47MB

2. Problem Solving/Unit 2, Topic 24, A-Star Second Question ANSWER.mp42.57MB

2. Problem Solving/Unit 2, Topic 24, A-Star Second Question.mp48.89MB

2. Problem Solving/Unit 2, Topic 25, A-Star Third Question ANSWER.mp41.77MB

2. Problem Solving/Unit 2, Topic 25, A-Star Third Question.mp44.26MB

2. Problem Solving/Unit 2, Topic 26, A-Star Fourth Question ANSWER.mp44.17MB

2. Problem Solving/Unit 2, Topic 26, A-Star Fourth Question.mp45.72MB

2. Problem Solving/Unit 2, Topic 27, A-Star Fifth Question ANSWER Mandatory.mp48.27MB

2. Problem Solving/Unit 2, Topic 27, A-Star Fifth Question.mp415.2MB

2. Problem Solving/Unit 2, Topic 28, Optimistic Heuristics.mp412.01MB

2. Problem Solving/Unit 2, Topic 29, State Spaces ANSWER.mp45.26MB

2. Problem Solving/Unit 2, Topic 29, State Spaces.mp48.24MB

2. Problem Solving/Unit 2, Topic 3, Route Finding.mp425.4MB

2. Problem Solving/Unit 2, Topic 30, State Space Diagram and More Complexity ANSWER.mp49.06MB

2. Problem Solving/Unit 2, Topic 30, State Space Diagram and More Complexity.mp419.04MB

2. Problem Solving/Unit 2, Topic 31, Sliding Blocks Puzzle ANSWER.mp47.41MB

2. Problem Solving/Unit 2, Topic 31, Sliding Blocks Puzzle.mp417.82MB

2. Problem Solving/Unit 2, Topic 32, Where is the Intelligence.mp431.62MB

2. Problem Solving/Unit 2, Topic 33, What Can't Search Do.mp417.55MB

2. Problem Solving/Unit 2, Topic 34, Note on Implementation.mp427.75MB

2. Problem Solving/Unit 2, Topic 4, Tree Search.mp427.65MB

2. Problem Solving/Unit 2, Topic 5, Tree Search Answer.mp424.83MB

2. Problem Solving/Unit 2, Topic 6, Graph Search.mp49.21MB

2. Problem Solving/Unit 2, Topic 7, Graph Search Answer.mp45.87MB

2. Problem Solving/Unit 2, Topic 8, Graph Search Answer.mp41.81MB

2. Problem Solving/Unit 2, Topic 9, More Graph Search.mp45.45MB

20. Robotics II/Unit 20 01 Prediction.mp4.mp414.23MB

20. Robotics II/Unit 20 02 Measurement Question.mp4.mp423.14MB

20. Robotics II/Unit 20 03 Measurement Answer.mp4.mp412.32MB

20. Robotics II/Unit 20 04 Resampling Question.mp4.mp418.2MB

20. Robotics II/Unit 20 05 Resampling Answer.mp4.mp42.7MB

20. Robotics II/Unit 20 06 Planning Question.mp4.mp48.89MB

20. Robotics II/Unit 20 07 Planning Answer.mp4.mp42.05MB

20. Robotics II/Unit 20 08 Road Graph.mp4.mp416.08MB

20. Robotics II/Unit 20 09 Cost Question.mp4.mp414.06MB

20. Robotics II/Unit 20 10 Cost Answer.mp4.mp47.53MB

20. Robotics II/Unit 20 11 Dynamic Programming 1.mp4.mp453.9MB

20. Robotics II/Unit 20 12 Dynamic Programming 2.mp4.mp442.46MB

20. Robotics II/Unit 20 13 Robotic Path Planning.mp4.mp426.66MB

20. Robotics II/Unit 20 14 Path Planning Examples.mp4.mp442.57MB

20. Robotics II/Unit 20 15 Conclusion.mp4.mp412.18MB

21. Natural Language Processing/Unit 21 01 Introduction.mp4.mp416.39MB

21. Natural Language Processing/Unit 21 02 Language Models.mp4.mp429.27MB

21. Natural Language Processing/Unit 21 03 Bag of Words.mp4.mp48.91MB

21. Natural Language Processing/Unit 21 04 Probabilistic Models.mp4.mp452.42MB

21. Natural Language Processing/Unit 21 05 Language and Learning.mp4.mp419.75MB

21. Natural Language Processing/Unit 21 06 Language Models Question.mp4.mp44.14MB

21. Natural Language Processing/Unit 21 07 Language Models Answer.mp4.mp414.6MB

21. Natural Language Processing/Unit 21 08 Unigram Model Samples.mp4.mp48.7MB

21. Natural Language Processing/Unit 21 09 Bigram Model Samples.mp4.mp45.2MB

21. Natural Language Processing/Unit 21 10 Trigram Model Samples.mp4.mp44.77MB

21. Natural Language Processing/Unit 21 11 N Gram Model Samples.mp4.mp410.56MB

21. Natural Language Processing/Unit 21 12 N Gram Model Question.mp4.mp46.85MB

21. Natural Language Processing/Unit 21 13 N Gram Model Answer.mp4.mp43.1MB

21. Natural Language Processing/Unit 21 14 Probability Question.mp4.mp418.77MB

21. Natural Language Processing/Unit 21 15 Probability Answer.mp4.mp45.04MB

21. Natural Language Processing/Unit 21 16 Language Question.mp4.mp411.97MB

21. Natural Language Processing/Unit 21 17 Language Answer.mp4.mp412.9MB

21. Natural Language Processing/Unit 21 18 Letter Bigram Question.mp4.mp45.58MB

21. Natural Language Processing/Unit 21 19 Letter Bigram Answer.mp4.mp42.88MB

21. Natural Language Processing/Unit 21 20 Trigram Model Question.mp4.mp48.2MB

21. Natural Language Processing/Unit 21 21 Trigram Model Answer.mp4.mp42.13MB

21. Natural Language Processing/Unit 21 22 Classification.mp4.mp412.84MB

21. Natural Language Processing/Unit 21 23 Classification Question.mp4.mp44.66MB

21. Natural Language Processing/Unit 21 24 Classification Answer.mp4.mp43.43MB

21. Natural Language Processing/Unit 21 25 Gzip.mp4.mp420.56MB

21. Natural Language Processing/Unit 21 26 Segmentation.mp4.mp411.83MB

21. Natural Language Processing/Unit 21 27 Segmentation Probabilistic Model.mp4.mp415.22MB

21. Natural Language Processing/Unit 21 28 Probabilistic Model Question.mp4.mp45.94MB

21. Natural Language Processing/Unit 21 29 Probabilistic Model Answer.mp4.mp43.58MB

21. Natural Language Processing/Unit 21 30 Best Segmentation 1.mp4.mp414.28MB

21. Natural Language Processing/Unit 21 31 Best Segmentation 2.mp4.mp421.15MB

21. Natural Language Processing/Unit 21 32 Segment Code.mp4.mp47.95MB

21. Natural Language Processing/Unit 21 33 Segment Question 1.mp4.mp412.1MB

21. Natural Language Processing/Unit 21 34 Segment Answer 1.mp4.mp47.08MB

21. Natural Language Processing/Unit 21 35 Segment Question 2.mp4.mp44.72MB

21. Natural Language Processing/Unit 21 36 Segment Answer 2.mp4.mp48.79MB

21. Natural Language Processing/Unit 21 37 Spelling Correction.mp4.mp424.22MB

21. Natural Language Processing/Unit 21 38 Spelling Data.mp4.mp418.7MB

21. Natural Language Processing/Unit 21 39 Correction Example.mp4.mp436.87MB

21. Natural Language Processing/Unit 21 40 Software Engineering.mp4.mp41.22MB

22. Optional NLP Programming/Programming Project 01 Optional Problem.mp4.mp433.08MB

23. Natural Language Processing II/Unit 22 01 Sentence Structure.mp4.mp423.26MB

23. Natural Language Processing II/Unit 22 02 Parses Question.mp4.mp432.78MB

23. Natural Language Processing II/Unit 22 03 Parses Answer.mp4.mp420.96MB

23. Natural Language Processing II/Unit 22 04 Problems and Solutions Question.mp4.mp418.83MB

23. Natural Language Processing II/Unit 22 05 Problems and Solutions Answer.mp4.mp421.11MB

23. Natural Language Processing II/Unit 22 06 Writing Grammars.mp4.mp424.46MB

23. Natural Language Processing II/Unit 22 07 PCFG.mp4.mp433.09MB

23. Natural Language Processing II/Unit 22 08 PCFG Question.mp4.mp44.11MB

23. Natural Language Processing II/Unit 22 09 PCFG Answer.mp4.mp46.85MB

23. Natural Language Processing II/Unit 22 10 Probability Origins.mp4.mp426.59MB

23. Natural Language Processing II/Unit 22 11 Resolving Ambiguity.mp4.mp424.5MB

23. Natural Language Processing II/Unit 22 12 LPCFG.mp4.mp450.41MB

23. Natural Language Processing II/Unit 22 13 Parsing into a Tree.mp4.mp434.75MB

23. Natural Language Processing II/Unit 22 14 Machine Translation.mp4.mp426.92MB

23. Natural Language Processing II/Unit 22 15 Translation Example.mp4.mp444.55MB

3. Probability in AI/Unit 3 1 Introduction.mp495.22MB

3. Probability in AI/Unit 3 10 Different Type of Bayes Network.mp426.07MB

3. Probability in AI/Unit 3 11 Explaining Away.mp421.19MB

3. Probability in AI/Unit 3 11a Answer.mp416.28MB

3. Probability in AI/Unit 3 11b Question.mp45.89MB

3. Probability in AI/Unit 3 11c Answer.mp438.2MB

3. Probability in AI/Unit 3 11d Question.mp423.84MB

3. Probability in AI/Unit 3 11e Answer.mp416.07MB

3. Probability in AI/Unit 3 11f Conclusion.mp436.58MB

3. Probability in AI/Unit 3 12 General Bayes Networks.mp431.48MB

3. Probability in AI/Unit 3 12a Answer.mp43.83MB

3. Probability in AI/Unit 3 12b Question.mp43.52MB

3. Probability in AI/Unit 3 12c Answer.mp43.21MB

3. Probability in AI/Unit 3 12d Question.mp46.28MB

3. Probability in AI/Unit 3 12e Answer.mp46.77MB

3. Probability in AI/Unit 3 12f Value of the Network.mp44.93MB

3. Probability in AI/Unit 3 13 D-Separation.mp47.31MB

3. Probability in AI/Unit 3 13a Answer.mp49.8MB

3. Probability in AI/Unit 3 13b D-Separation Example.mp48.99MB

3. Probability in AI/Unit 3 13c Answer.mp416.23MB

3. Probability in AI/Unit 3 13d D-Separation General Definition.mp432MB

3. Probability in AI/Unit 3 13e Answer.mp412.99MB

3. Probability in AI/Unit 3 14 Congratulations.mp411.3MB

3. Probability in AI/Unit 3 2 Probabilities.mp47.21MB

3. Probability in AI/Unit 3 2a Answer.mp43.74MB

3. Probability in AI/Unit 3 2b Question.mp41.55MB

3. Probability in AI/Unit 3 2c Answer.mp43.25MB

3. Probability in AI/Unit 3 2d Question.mp42.66MB

3. Probability in AI/Unit 3 2e Answer.mp42.61MB

3. Probability in AI/Unit 3 2f Question.mp45.27MB

3. Probability in AI/Unit 3 2g Answer.mp44.06MB

3. Probability in AI/Unit 3 2h Question.mp41.68MB

3. Probability in AI/Unit 3 2i Answer.mp45.59MB

3. Probability in AI/Unit 3 2j Summary.mp47.78MB

3. Probability in AI/Unit 3 3 Dependence.mp411.03MB

3. Probability in AI/Unit 3 3a Answer.mp413.2MB

3. Probability in AI/Unit 3 4 What We Learned.mp411.83MB

3. Probability in AI/Unit 3 5 Weather Quiz.mp45.12MB

3. Probability in AI/Unit 3 5a Answer.mp41.03MB

3. Probability in AI/Unit 3 5b Question.mp42.76MB

3. Probability in AI/Unit 3 5c Answer.mp4892.08KB

3. Probability in AI/Unit 3 5d Question.mp43.85MB

3. Probability in AI/Unit 3 5e Answer.mp415.6MB

3. Probability in AI/Unit 3 6 Cancer Quiz.mp43.49MB

3. Probability in AI/Unit 3 6a Answer and Cancer Test.mp45.34MB

3. Probability in AI/Unit 3 6b Answer.mp412.38MB

3. Probability in AI/Unit 3 6c Answer.mp48.18MB

3. Probability in AI/Unit 3 6d Question.mp41.49MB

3. Probability in AI/Unit 3 6e Answer.mp410.91MB

3. Probability in AI/Unit 3 7 Bayes Rule.mp440.64MB

3. Probability in AI/Unit 3 7a Bayes Rule Graphically.mp422.3MB

3. Probability in AI/Unit 3 7b Answer.mp44.53MB

3. Probability in AI/Unit 3 8 More Complex Bayes Networks.mp445.48MB

3. Probability in AI/Unit 3 8a Two Test Cancer Example.mp413.89MB

3. Probability in AI/Unit 3 8b Answer.mp424.28MB

3. Probability in AI/Unit 3 8c Question.mp42.28MB

3. Probability in AI/Unit 3 8d Answer.mp413.61MB

3. Probability in AI/Unit 3 9 Conditional Independence.mp434.64MB

3. Probability in AI/Unit 3 9a Answer.mp47.05MB

3. Probability in AI/Unit 3 9b Question.mp46.71MB

3. Probability in AI/Unit 3 9c Answer.mp434.02MB

3. Probability in AI/Unit 3 9d Absolute vs Conditional Independence.mp45.1MB

3. Probability in AI/Unit 3 9e Answer.mp47.77MB

4. Probabilistic Inference/Unit 4, 1 Probabilistic Inference.mp444.99MB

4. Probabilistic Inference/Unit 4, 10 Monty Hall Problem.mp414.29MB

4. Probabilistic Inference/Unit 4, 10a Answer.mp417.13MB

4. Probabilistic Inference/Unit 4, 10b Monty Hall Letter.mp46.58MB

4. Probabilistic Inference/Unit 4, 1a Answer.mp42.03MB

4. Probabilistic Inference/Unit 4, 2 Enumeration.mp443.26MB

4. Probabilistic Inference/Unit 4, 2a Answer.mp418.92MB

4. Probabilistic Inference/Unit 4, 3 Speeding up Enumeration.mp434.12MB

4. Probabilistic Inference/Unit 4, 3a Answer.mp43.86MB

4. Probabilistic Inference/Unit 4, 3b Second Question.mp42.22MB

4. Probabilistic Inference/Unit 4, 3c Second Answer.mp45.81MB

4. Probabilistic Inference/Unit 4, 3d Third Question.mp42MB

4. Probabilistic Inference/Unit 4, 3e Third Answer.mp42.04MB

4. Probabilistic Inference/Unit 4, 3f Fourth Question.mp41.28MB

4. Probabilistic Inference/Unit 4, 3g Fourth Answer.mp44.26MB

4. Probabilistic Inference/Unit 4, 3h Causal Direction.mp42.96MB

4. Probabilistic Inference/Unit 4, 4 Variable Elimination.mp445.6MB

4. Probabilistic Inference/Unit 4, 4a Answer.mp44.38MB

4. Probabilistic Inference/Unit 4, 4b More Variable Elimination.mp45.22MB

4. Probabilistic Inference/Unit 4, 4c Answer.mp46.1MB

4. Probabilistic Inference/Unit 4, 4d Even More Variable Elimination.mp45.46MB

4. Probabilistic Inference/Unit 4, 4e Answer.mp43.21MB

4. Probabilistic Inference/Unit 4, 4f Summary.mp43.15MB

4. Probabilistic Inference/Unit 4, 5 Approximate Inference Sampling.mp420.87MB

4. Probabilistic Inference/Unit 4, 6 Sampling Example.mp419.66MB

4. Probabilistic Inference/Unit 4, 6a Sampling Example.mp49.61MB

4. Probabilistic Inference/Unit 4, 6b More Sampling.mp417.25MB

4. Probabilistic Inference/Unit 4, 7 Rejection Sampling.mp419.54MB

4. Probabilistic Inference/Unit 4, 8 Likelihood Weighting.mp418.55MB

4. Probabilistic Inference/Unit 4, 8a Answer.mp45.82MB

4. Probabilistic Inference/Unit 4, 8b Likelihood Weighting is Consistent.mp43.08MB

4. Probabilistic Inference/Unit 4, 8c Likelihood Weighting Problems.mp48.72MB

4. Probabilistic Inference/Unit 4, 9 Gibbs Sampling.mp417.97MB

5. Machine Learning/Unit 5 1 Introduction.mp412.85MB

5. Machine Learning/Unit 5 10 Question.mp42.88MB

5. Machine Learning/Unit 5 11 Answer.mp42.86MB

5. Machine Learning/Unit 5 12 Maximum Likelihood.mp448.94MB

5. Machine Learning/Unit 5 13 Answer.mp45.71MB

5. Machine Learning/Unit 5 14 Relationship to Bayes Networks.mp415.19MB

5. Machine Learning/Unit 5 15 Answer.mp45.42MB

5. Machine Learning/Unit 5 16 Question.mp45.1MB

5. Machine Learning/Unit 5 17 Answer.mp411.73MB

5. Machine Learning/Unit 5 18 Question.mp44.09MB

5. Machine Learning/Unit 5 19 Answer.mp411.35MB

5. Machine Learning/Unit 5 2 What is Machine Learning.mp420.9MB

5. Machine Learning/Unit 5 20 Question.mp43.9MB

5. Machine Learning/Unit 5 21 Answer and Laplace Smoothing.mp435.4MB

5. Machine Learning/Unit 5 22 Answer.mp413.44MB

5. Machine Learning/Unit 5 23 Question.mp44.63MB

5. Machine Learning/Unit 5 24 Answer.mp414.61MB

5. Machine Learning/Unit 5 25 Question.mp43.69MB

5. Machine Learning/Unit 5 26 Answer.mp410.16MB

5. Machine Learning/Unit 5 27 Summary Naive Bayes.mp418.05MB

5. Machine Learning/Unit 5 28 Advanced SPAM Filtering.mp416.12MB

5. Machine Learning/Unit 5 29 Digit Recognition.mp426.68MB

5. Machine Learning/Unit 5 3 Answer.mp48.31MB

5. Machine Learning/Unit 5 30 Overfitting Prevention.mp434.23MB

5. Machine Learning/Unit 5 31 Classification vs Regression.mp421.34MB

5. Machine Learning/Unit 5 32 Answer.mp45.38MB

5. Machine Learning/Unit 5 33 Linear Regression.mp432.55MB

5. Machine Learning/Unit 5 34 Answer.mp413.86MB

5. Machine Learning/Unit 5 35 More Linear Regression.mp410.58MB

5. Machine Learning/Unit 5 36 Quadratic Loss.mp445.99MB

5. Machine Learning/Unit 5 37 Answer.mp416.04MB

5. Machine Learning/Unit 5 38 Problems with Linear Regression.mp422.15MB

5. Machine Learning/Unit 5 39 Answer.mp411.37MB

5. Machine Learning/Unit 5 4 Stanley DARPA Grand Challenge.mp424.65MB

5. Machine Learning/Unit 5 40 Linear Regression and Complexity Control.mp417.21MB

5. Machine Learning/Unit 5 41 Minimizing Complicated Loss Functions.mp420.59MB

5. Machine Learning/Unit 5 42 Answer.mp49.57MB

5. Machine Learning/Unit 5 43 Question.mp45.18MB

5. Machine Learning/Unit 5 44 Answer.mp43.79MB

5. Machine Learning/Unit 5 45 Question.mp44.33MB

5. Machine Learning/Unit 5 46 Answer.mp412.37MB

5. Machine Learning/Unit 5 47 Gradient Descent Implementation.mp418.17MB

5. Machine Learning/Unit 5 48 Perceptron.mp446.93MB

5. Machine Learning/Unit 5 49 Answer and SVMs.mp463.57MB

5. Machine Learning/Unit 5 5 Taxonomy.mp442.67MB

5. Machine Learning/Unit 5 50 k Nearest Neighbors.mp420.42MB

5. Machine Learning/Unit 5 51 kNN Definition.mp413.06MB

5. Machine Learning/Unit 5 52 Answer.mp47.75MB

5. Machine Learning/Unit 5 53 k as Smoothing Parameter.mp418.88MB

5. Machine Learning/Unit 5 54 Problems with kNN.mp422.83MB

5. Machine Learning/Unit 5 55 Congratulations.mp413.54MB

5. Machine Learning/Unit 5 6 Supervised Learning.mp435.43MB

5. Machine Learning/Unit 5 7 Occam's Razor.mp429.97MB

5. Machine Learning/Unit 5 8 SPAM Detection.mp449.28MB

5. Machine Learning/Unit 5 9 Answer.mp45.92MB

6. Unsupervised Learning/Unit 6 1 Unsupervised Learning.mp412.31MB

6. Unsupervised Learning/Unit 6 1a Answer.mp44.88MB

6. Unsupervised Learning/Unit 6 1b Question.mp47.62MB

6. Unsupervised Learning/Unit 6 1c Answer.mp49.32MB

6. Unsupervised Learning/Unit 6 2 Terminology.mp414.32MB

6. Unsupervised Learning/Unit 6 3 Google Street View and Clustering.mp438.33MB

6. Unsupervised Learning/Unit 6 4 k-Means Clustering Example.mp418.94MB

6. Unsupervised Learning/Unit 6 4a k-Means Algorithm.mp420.56MB

6. Unsupervised Learning/Unit 6 4b Answer.mp42.79MB

6. Unsupervised Learning/Unit 6 4c Question.mp42.73MB

6. Unsupervised Learning/Unit 6 4d Answer.mp46.06MB

6. Unsupervised Learning/Unit 6 4e Question.mp41.88MB

6. Unsupervised Learning/Unit 6 4f Answer.mp44.82MB

6. Unsupervised Learning/Unit 6 5 Expectation Maximization.mp439.33MB

6. Unsupervised Learning/Unit 6 5a Gaussian Learning.mp422.23MB

6. Unsupervised Learning/Unit 6 5b Maximum Likelihood.mp441.67MB

6. Unsupervised Learning/Unit 6 5c Answer.mp46.05MB

6. Unsupervised Learning/Unit 6 5d Question.mp41.95MB

6. Unsupervised Learning/Unit 6 5e Answer.mp43.67MB

6. Unsupervised Learning/Unit 6 5f Question.mp48.21MB

6. Unsupervised Learning/Unit 6 5g Answer.mp45.94MB

6. Unsupervised Learning/Unit 6 5h Gaussian Summary.mp43.04MB

6. Unsupervised Learning/Unit 6 5i EM as Generalization of k-Means.mp423.74MB

6. Unsupervised Learning/Unit 6 5j EM Algorithm.mp430.45MB

6. Unsupervised Learning/Unit 6 5k Answer.mp43.13MB

6. Unsupervised Learning/Unit 6 5l Question.mp44.29MB

6. Unsupervised Learning/Unit 6 5m Answer.mp41.68MB

6. Unsupervised Learning/Unit 6 5n Question.mp47.49MB

6. Unsupervised Learning/Unit 6 5o Answer.mp48.2MB

6. Unsupervised Learning/Unit 6 5p Choosing k.mp420.98MB

6. Unsupervised Learning/Unit 6 5q Clustering Summary.mp46.79MB

6. Unsupervised Learning/Unit 6 6 Dimensionality Reduction.mp44.9MB

6. Unsupervised Learning/Unit 6 6a Answer.mp42.23MB

6. Unsupervised Learning/Unit 6 6b Question.mp41.39MB

6. Unsupervised Learning/Unit 6 6c Answer.mp45.23MB

6. Unsupervised Learning/Unit 6 6d Linear Dimensionality Reduction.mp433.01MB

6. Unsupervised Learning/Unit 6 6e Face Example.mp421.01MB

6. Unsupervised Learning/Unit 6 6f Scan Example.mp436.63MB

6. Unsupervised Learning/Unit 6 6g Piece-Wise Linear Projection.mp45.66MB

6. Unsupervised Learning/Unit 6 7 Spectral Clustering.mp46.66MB

6. Unsupervised Learning/Unit 6 7a Answer.mp45.37MB

6. Unsupervised Learning/Unit 6 7b Spectral Clustering Algorithm.mp462.08MB

6. Unsupervised Learning/Unit 6 7c Answer.mp4817.14KB

6. Unsupervised Learning/Unit 6 7d Question.mp43.13MB

6. Unsupervised Learning/Unit 6 7e Answer.mp42.25MB

6. Unsupervised Learning/Unit 6 8 Supervised vs Unsupervised Learning.mp418.48MB

7. Representation with Logic/Unit 7 1 Introduction.mp413.21MB

7. Representation with Logic/Unit 7 2 Propositional Logic.mp438.06MB

7. Representation with Logic/Unit 7 2a Truth Tables.mp423.31MB

7. Representation with Logic/Unit 7 2b Answer.mp46.94MB

7. Representation with Logic/Unit 7 2c Question.mp45MB

7. Representation with Logic/Unit 7 2d Answer.mp413.94MB

7. Representation with Logic/Unit 7 2e Question.mp410.7MB

7. Representation with Logic/Unit 7 2f Answer.mp46.97MB

7. Representation with Logic/Unit 7 2g Terminology.mp417.17MB

7. Representation with Logic/Unit 7 2h Answer.mp416.17MB

7. Representation with Logic/Unit 7 2i Propositional Logic Limitations.mp411.81MB

7. Representation with Logic/Unit 7 3 First Order Logic.mp436.25MB

7. Representation with Logic/Unit 7 3a Models.mp436.62MB

7. Representation with Logic/Unit 7 3b Syntax.mp439.83MB

7. Representation with Logic/Unit 7 3c Vacuum World.mp430.62MB

7. Representation with Logic/Unit 7 3d Question.mp413.35MB

7. Representation with Logic/Unit 7 3e Answer.mp412.64MB

7. Representation with Logic/Unit 7 3f Question.mp429.02MB

7. Representation with Logic/Unit 7 3g Answer.mp419.76MB

8. Planning/Unit 8 1 Introduction.mp49.3MB

8. Planning/Unit 8 10 Infinite Sequences.mp419.27MB

8. Planning/Unit 8 11 Finding a Successful Plan-.mp416.75MB

8. Planning/Unit 8 12 Finding a Successful Plan Question.mp421.37MB

8. Planning/Unit 8 13 Finding a Successful Plan Answer.mp48.8MB

8. Planning/Unit 8 14 Problem Solving via Mathematical Notation.mp427.15MB

8. Planning/Unit 8 15 Tracking the Predict Update Cycle.mp424.79MB

8. Planning/Unit 8 16 Classical Planning 1.mp454.11MB

8. Planning/Unit 8 17 Classical Planning 2.mp417.07MB

8. Planning/Unit 8 18 Progression Search.mp414.26MB

8. Planning/Unit 8 19 Regression Search.mp431.49MB

8. Planning/Unit 8 2 Problem Solving vs Planning.mp430.27MB

8. Planning/Unit 8 20 Regression vs Progression.mp418.24MB

8. Planning/Unit 8 21 Plan Space Search.mp419.14MB

8. Planning/Unit 8 22 Sliding Puzzle Example.mp431.02MB

8. Planning/Unit 8 23 Situation Calculus 1.mp437.22MB

8. Planning/Unit 8 24 Situation Calculus 2.mp439.38MB

8. Planning/Unit 8 25 Situation Calculus 3.mp428.39MB

8. Planning/Unit 8 3 Planning vs Execution.mp430.5MB

8. Planning/Unit 8 4 Vacuum Cleaner Example.mp420.19MB

8. Planning/Unit 8 5 Sensorless Vacumm Cleaner Problem-.mp420.06MB

8. Planning/Unit 8 6 Sensorless Vacuum Cleaner Answer.mp43.17MB

8. Planning/Unit 8 7 Partially Observable Vacuum Cleaner Example.mp421.82MB

8. Planning/Unit 8 8 Stocastic Environment Problem.mp426.68MB

8. Planning/Unit 8 9 Stochastic Environment Answer.mp47.17MB

9. Planning under Uncertainty/Unit 9 01 Introduction.mp46.32MB

9. Planning under Uncertainty/Unit 9 02 Planning Under Uncertainty MDP.mp434.81MB

9. Planning under Uncertainty/Unit 9 03 Robot Tour Guide Examples.mp445.27MB

9. Planning under Uncertainty/Unit 9 04 MDP Grid World.mp429.19MB

9. Planning under Uncertainty/Unit 9 05 Problems with Conventional Planning 1.mp415.41MB

9. Planning under Uncertainty/Unit 9 06 Branching Factor Question.mp45.39MB

9. Planning under Uncertainty/Unit 9 07 Branching Factor Answer.mp43.07MB

9. Planning under Uncertainty/Unit 9 08 Problems with Conventional Planning 2.mp413.06MB

9. Planning under Uncertainty/Unit 9 09 Policy Question 1.mp46.04MB

9. Planning under Uncertainty/Unit 9 10 Policy Answer 1.mp41.21MB

9. Planning under Uncertainty/Unit 9 11 Policy Question 2.mp41.05MB

9. Planning under Uncertainty/Unit 9 12 Policy Answer 2.mp41.49MB

9. Planning under Uncertainty/Unit 9 13 Policy Question 3.mp42.66MB

9. Planning under Uncertainty/Unit 9 14 Policy Answer 3 Question 4.mp47.13MB

9. Planning under Uncertainty/Unit 9 15 Policy Answer 4.mp44.07MB

9. Planning under Uncertainty/Unit 9 16 MDP and Costs.mp425.85MB

9. Planning under Uncertainty/Unit 9 17 Value Iteration 1.mp414.13MB

9. Planning under Uncertainty/Unit 9 18 Value Iteration 2.mp41.53MB

9. Planning under Uncertainty/Unit 9 19 Value Iteration 3.mp440.95MB

9. Planning under Uncertainty/Unit 9 20 Deterministic Question 1.mp48.74MB

9. Planning under Uncertainty/Unit 9 21 Deterministic Answer 1.mp42.96MB

9. Planning under Uncertainty/Unit 9 22 Deterministic Question 2.mp41.35MB

9. Planning under Uncertainty/Unit 9 23 Deterministic Answer 2.mp43.29MB

9. Planning under Uncertainty/Unit 9 24 Deterministic Question 3.mp42.01MB

9. Planning under Uncertainty/Unit 9 25 Deterministic Answer 3.mp47.19MB

9. Planning under Uncertainty/Unit 9 26 Stochastic Question 1.mp44.01MB

9. Planning under Uncertainty/Unit 9 27 Stochastic Answer 1.mp48.99MB

9. Planning under Uncertainty/Unit 9 28 Stochastic Question 2.mp43.38MB

9. Planning under Uncertainty/Unit 9 29 Stochastic Answer 2.mp412.98MB

9. Planning under Uncertainty/Unit 9 30 Value Iterations and Policy 1.mp47.9MB

9. Planning under Uncertainty/Unit 9 31 Value Iterations and Policy 2.mp427.38MB

9. Planning under Uncertainty/Unit 9 32 MDP Conclusion.mp417.32MB

9. Planning under Uncertainty/Unit 9 33 Partial Observability Introduction.mp48.36MB

9. Planning under Uncertainty/Unit 9 34 POMDP vs MDP.mp46.37MB

9. Planning under Uncertainty/Unit 9 35 POMDP.mp461.83MB

9. Planning under Uncertainty/Unit 9 36 Planning Under Uncertainty Conclusion.mp46.84MB