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Artificial Intelligence

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Artificial Intelligence

文件列表
  1. 1. Welcome to AI/Unit 0w, 1 Introduction.mp415.99MB
  2. 1. Welcome to AI/Unit 1w, 1 Introduction.mp421.73MB
  3. 1. Welcome to AI/Unit 1w, 10 AI and Uncertainty.mp414.85MB
  4. 1. Welcome to AI/Unit 1w, 11 Examples of AI in Practice.mp450.41MB
  5. 1. Welcome to AI/Unit 1w, 12 Chinese Translation Answer.mp413.01MB
  6. 1. Welcome to AI/Unit 1w, 13 Chinese Translation Answer 2.mp48.27MB
  7. 1. Welcome to AI/Unit 1w, 14 Chinese Translation Answer 3.mp415.7MB
  8. 1. Welcome to AI/Unit 1w, 15 Congratulations.mp49.29MB
  9. 1. Welcome to AI/Unit 1w, 2 Intelligent Agents.mp416.16MB
  10. 1. Welcome to AI/Unit 1w, 3 Applications of AI.mp467.27MB
  11. 1. Welcome to AI/Unit 1w, 4 Terminology.mp453.68MB
  12. 1. Welcome to AI/Unit 1w, 5 Checkers Answer.mp410.09MB
  13. 1. Welcome to AI/Unit 1w, 6 Poker.mp42.33MB
  14. 1. Welcome to AI/Unit 1w, 7 Poker Answer.mp45.2MB
  15. 1. Welcome to AI/Unit 1w, 8 Robotic Car.mp43.66MB
  16. 1. Welcome to AI/Unit 1w, 9 Robotic Car Answer.mp44.78MB
  17. 10. Reinforcement Learning/Unit 10 01 Introduction.mp4.mp48.01MB
  18. 10. Reinforcement Learning/Unit 10 03 Forms of Learning.mp4.mp414.76MB
  19. 10. Reinforcement Learning/Unit 10 04 Forms of Learning Question.mp4.mp417.92MB
  20. 10. Reinforcement Learning/Unit 10 05 Forms of Learning Answer.mp4.mp410.69MB
  21. 10. Reinforcement Learning/Unit 10 06 MDP Review.mp4.mp416.26MB
  22. 10. Reinforcement Learning/Unit 10 07 Solving a MDP.mp4.mp414.37MB
  23. 10. Reinforcement Learning/Unit 10 08 Agents of Reinforcement Learning.mp4.mp421.05MB
  24. 10. Reinforcement Learning/Unit 10 09 Passive vs Active.mp4.mp414.48MB
  25. 10. Reinforcement Learning/Unit 10 10 Passive Temporal Difference Learning.mp4.mp458.03MB
  26. 10. Reinforcement Learning/Unit 10 11 Passive Agent Results.mp4.mp48.87MB
  27. 10. Reinforcement Learning/Unit 10 12 Weaknesses Question.mp4.mp410.54MB
  28. 10. Reinforcement Learning/Unit 10 13 Weaknesses Answers.mp4.mp48.73MB
  29. 10. Reinforcement Learning/Unit 10 14 Active Reinforcement Learning.mp4.mp47.87MB
  30. 10. Reinforcement Learning/Unit 10 15 Greedy Agent Results.mp4.mp412.15MB
  31. 10. Reinforcement Learning/Unit 10 16 Balancing Policy.mp4.mp414.5MB
  32. 10. Reinforcement Learning/Unit 10 17 Errors in Utility Questions.mp4.mp414.86MB
  33. 10. Reinforcement Learning/Unit 10 18 Errors in Utility Answers.mp4.mp49.19MB
  34. 10. Reinforcement Learning/Unit 10 19 Exploration Agents.mp4.mp410.22MB
  35. 10. Reinforcement Learning/Unit 10 2 Successes.mp4.mp428.28MB
  36. 10. Reinforcement Learning/Unit 10 20 Exploration Agent Results.mp4.mp47.56MB
  37. 10. Reinforcement Learning/Unit 10 21 Q Learning 1.mp4.mp411.73MB
  38. 10. Reinforcement Learning/Unit 10 22 Q Learning 2.mp4.mp414.47MB
  39. 10. Reinforcement Learning/Unit 10 23 Pacman 1.mp4.mp416.02MB
  40. 10. Reinforcement Learning/Unit 10 24 Pacman 2.mp4.mp421.32MB
  41. 10. Reinforcement Learning/Unit 10 25 Conclusion.mp4.mp46.63MB
  42. 11. HMMs and Filters/Unit 11 01.mp4 Introduction.mp4.mp411.47MB
  43. 11. HMMs and Filters/Unit 11 02.mp4 Hidden Markov Models.mp4.mp48.41MB
  44. 11. HMMs and Filters/Unit 11 03.mp4 Bayes Network of HMMs.mp4.mp415.75MB
  45. 11. HMMs and Filters/Unit 11 04.mp4 Localization Problem Examples.mp4.mp441.71MB
  46. 11. HMMs and Filters/Unit 11 05.mp4 Markov Chain Question 1.mp4.mp411.36MB
  47. 11. HMMs and Filters/Unit 11 06.mp4 Markov Chain Answer 1.mp4.mp422.51MB
  48. 11. HMMs and Filters/Unit 11 07.mp4 Markov Chain Question 2.mp4.mp44.91MB
  49. 11. HMMs and Filters/Unit 11 08.mp4 Markov Chain Answer 2.mp4.mp412.37MB
  50. 11. HMMs and Filters/Unit 11 09.mp4 Stationary Distribution.mp4.mp423.26MB
  51. 11. HMMs and Filters/Unit 11 10.mp4 Stationary Distribution Question-.mp4.mp42.81MB
  52. 11. HMMs and Filters/Unit 11 11.mp4 Stationary Distribution Answer.mp4.mp414.88MB
  53. 11. HMMs and Filters/Unit 11 12.mp4 Finding Transition Probabilities.mp4.mp417.95MB
  54. 11. HMMs and Filters/Unit 11 13.mp4 Transition Probabilities Question.mp4.mp43.45MB
  55. 11. HMMs and Filters/Unit 11 14.mp4 Transition Probabilities Answer.mp4.mp46.2MB
  56. 11. HMMs and Filters/Unit 11 15.mp4 Laplacian Smoothing Question.mp4.mp413.58MB
  57. 11. HMMs and Filters/Unit 11 16.mp4 Laplacian Smoothing Answer.mp4.mp417.52MB
  58. 11. HMMs and Filters/Unit 11 17.mp4 HMM Happy Grumpy Problem.mp4.mp436.73MB
  59. 11. HMMs and Filters/Unit 11 18.mp4 Happy Grumpy Question.mp4.mp47.19MB
  60. 11. HMMs and Filters/Unit 11 19.mp4 Happy Grumpy Answer.mp4.mp48.54MB
  61. 11. HMMs and Filters/Unit 11 20.mp4 Wow You Understand.mp4.mp44.48MB
  62. 11. HMMs and Filters/Unit 11 21.mp4 HMMs and Robot Localization.mp4.mp426.28MB
  63. 11. HMMs and Filters/Unit 11 22.mp4 HMM Equations.mp4.mp424.6MB
  64. 11. HMMs and Filters/Unit 11 23 HMM Localization Example.mp4.mp427.1MB
  65. 11. HMMs and Filters/Unit 11 24.mp4 Particle Filters.mp4.mp453.65MB
  66. 11. HMMs and Filters/Unit 11 25.mp4 Localization and Particle Filters.mp4.mp451.98MB
  67. 11. HMMs and Filters/Unit 11 26.mp4 Particle Filter Algorithm.mp4.mp423.38MB
  68. 11. HMMs and Filters/Unit 11 27.mp4 Particle Filters Pros and Cons.mp4.mp414.16MB
  69. 11. HMMs and Filters/Unit 11 28.mp4 Conclusion.mp4.mp47.76MB
  70. 12. MDP review/mdpreview 1 01 Deterministic Question.mp4.mp414.96MB
  71. 12. MDP review/mdpreview 1 02 Deterministic Answer.mp4.mp42.22MB
  72. 12. MDP review/mdpreview 1 03 Single Backup Question.mp4.mp45.73MB
  73. 12. MDP review/mdpreview 1 04 Single Backup Answer.mp4.mp43.94MB
  74. 12. MDP review/mdpreview 1 05 Convergence Question.mp4.mp44.98MB
  75. 12. MDP review/mdpreview 1 07 Optimal Policy Question.mp4.mp44.37MB
  76. 12. MDP review/mdpreview 1 08 Optimal Policy Answer.mp4.mp45.16MB
  77. 12. MDP review/mdpreview 6 06 Convergence Answer.mp4.mp46.91MB
  78. 12. MDP review/Unit 10 07 Solving a MDP.mp4.mp414.37MB
  79. 12. MDP review/Unit 10 08 Agents of Reinforcement Learning.mp4.mp421.05MB
  80. 12. MDP review/Unit 10 09 Passive vs Active.mp4.mp414.48MB
  81. 12. MDP review/Unit 10 10 Passive Temporal Difference Learning.mp4.mp458.03MB
  82. 12. MDP review/Unit 10 11 Passive Agent Results.mp4.mp48.87MB
  83. 12. MDP review/Unit 10 12 Weaknesses Question.mp4.mp410.54MB
  84. 12. MDP review/Unit 10 13 Weaknesses Answers.mp4.mp48.73MB
  85. 12. MDP review/Unit 10 14 Active Reinforcement Learning.mp4.mp47.87MB
  86. 12. MDP review/Unit 10 15 Greedy Agent Results.mp4.mp412.15MB
  87. 12. MDP review/Unit 10 16 Balancing Policy.mp4.mp414.5MB
  88. 12. MDP review/Unit 10 17 Errors in Utility Questions.mp4.mp414.86MB
  89. 12. MDP review/Unit 10 18 Errors in Utility Answers.mp4.mp49.19MB
  90. 12. MDP review/Unit 10 19 Exploration Agents.mp4.mp410.22MB
  91. 12. MDP review/Unit 10 20 Exploration Agent Results.mp4.mp47.56MB
  92. 12. MDP review/Unit 10 21 Q Learning 1.mp4.mp411.73MB
  93. 12. MDP review/Unit 10 22 Q Learning 2.mp4.mp414.47MB
  94. 12. MDP review/Unit 10 23 Pacman 1.mp4.mp416.02MB
  95. 12. MDP review/Unit 10 24 Pacman 2.mp4.mp421.32MB
  96. 12. MDP review/Unit 10 25 Conclusion.mp4.mp46.63MB
  97. 13. Games/Unit 13 01 Introduction.mp4.mp44.74MB
  98. 13. Games/Unit 13 02 Technologies Question.mp4.mp411.7MB
  99. 13. Games/Unit 13 03 Technologies Answer.mp4.mp45.86MB
  100. 13. Games/Unit 13 04 Games Question.mp4.mp410.47MB
  101. 13. Games/Unit 13 05 Games Answer.mp4.mp417.07MB
  102. 13. Games/Unit 13 06 Single Player Game.mp4.mp421.36MB
  103. 13. Games/Unit 13 07 Two Player Game.mp4.mp439.07MB
  104. 13. Games/Unit 13 08 Two Player Function.mp4.mp417.13MB
  105. 13. Games/Unit 13 09 Time Complexity Question.mp4.mp410.13MB
  106. 13. Games/Unit 13 10 Time Complexity Answer.mp4.mp42.42MB
  107. 13. Games/Unit 13 11 Space Complexity Question.mp4.mp44.28MB
  108. 13. Games/Unit 13 12 Space Complexity Answer.mp4.mp45.44MB
  109. 13. Games/Unit 13 13 Chess Question.mp4.mp47.71MB
  110. 13. Games/Unit 13 14 Chess Answer.mp4.mp42.33MB
  111. 13. Games/Unit 13 15 Complexity Reduction Question.mp4.mp45.61MB
  112. 13. Games/Unit 13 16 Complexity Reduction Answer.mp4.mp4919.8KB
  113. 13. Games/Unit 13 17 Review Question.mp4.mp410.84MB
  114. 13. Games/Unit 13 18 Review Answer.mp4.mp45.05MB
  115. 13. Games/Unit 13 19 Reduce B.mp4.mp417.14MB
  116. 13. Games/Unit 13 20 Reduce B Question.mp4.mp41.45MB
  117. 13. Games/Unit 13 21 Reduce B Answer.mp4.mp45.03MB
  118. 13. Games/Unit 13 22 Reduce M.mp4.mp425.16MB
  119. 13. Games/Unit 13 23 Computing State Values.mp4.mp417.28MB
  120. 13. Games/Unit 13 24 Complexity Reduction Benefits.mp4.mp428.18MB
  121. 13. Games/Unit 13 25 Pacman Question.mp4.mp410.1MB
  122. 13. Games/Unit 13 26 Pacman Answer.mp4.mp418.6MB
  123. 13. Games/Unit 13 27 Chance.mp4.mp415.76MB
  124. 13. Games/Unit 13 28 Chance Question.mp4.mp48.32MB
  125. 13. Games/Unit 13 29 Chance Answer.mp4.mp412.11MB
  126. 13. Games/Unit 13 30 Terminal State Question.mp4.mp41.86MB
  127. 13. Games/Unit 13 31 Terminal State Answer.mp4.mp47.28MB
  128. 13. Games/Unit 13 32 Game Tree Question 1.mp4.mp43.47MB
  129. 13. Games/Unit 13 33 Game Tree Answer 1.mp4.mp43.16MB
  130. 13. Games/Unit 13 34 Game Tree Question 2.mp4.mp48MB
  131. 13. Games/Unit 13 35 Game Tree Answer 2.mp4.mp46.14MB
  132. 13. Games/Unit 13 36 Conclusion.mp4.mp416.11MB
  133. 14. Game Theory/Unit 14 01 Introduction.mp4.mp421.66MB
  134. 14. Game Theory/Unit 14 02 Dominant Strategy Question.mp4.mp427.54MB
  135. 14. Game Theory/Unit 14 03 Dominant Strategy Answer.mp4.mp45.97MB
  136. 14. Game Theory/Unit 14 04 Pareto Optimal Question.mp4.mp45.81MB
  137. 14. Game Theory/Unit 14 05 Pareto Optimal Answer.mp4.mp42.94MB
  138. 14. Game Theory/Unit 14 06 Equilibrium Question.mp4.mp45.3MB
  139. 14. Game Theory/Unit 14 07 Equilibrium Answer.mp4.mp48.34MB
  140. 14. Game Theory/Unit 14 08 Game Console Question 1.mp4.mp416.39MB
  141. 14. Game Theory/Unit 14 09 Game Console Answer 1.mp4.mp44.6MB
  142. 14. Game Theory/Unit 14 10 Game Console Question 2.mp4.mp41.79MB
  143. 14. Game Theory/Unit 14 11 Game Console Answer 2.mp4.mp43.36MB
  144. 14. Game Theory/Unit 14 12 2 Finger Morra.mp4.mp417.56MB
  145. 14. Game Theory/Unit 14 13 Tree Question.mp4.mp419.26MB
  146. 14. Game Theory/Unit 14 14 Tree Answer.mp4.mp412.41MB
  147. 14. Game Theory/Unit 14 15 Mixed Strategy.mp4.mp425.04MB
  148. 14. Game Theory/Unit 14 16 Solving the Game.mp4.mp422.1MB
  149. 14. Game Theory/Unit 14 17 Mixed Strategy Issues.mp4.mp424.16MB
  150. 14. Game Theory/Unit 14 18 2x2 Game Question 1.mp4.mp48.64MB
  151. 14. Game Theory/Unit 14 19 2x2 Game Answer 1.mp4.mp46.8MB
  152. 14. Game Theory/Unit 14 20 2x2 Game Question 2.mp4.mp44.78MB
  153. 14. Game Theory/Unit 14 21 2x2 Game Answer 2.mp4.mp416.09MB
  154. 14. Game Theory/Unit 14 22 Geometric Interpretation.mp4.mp415.92MB
  155. 14. Game Theory/Unit 14 23 Poker.mp4.mp430.06MB
  156. 14. Game Theory/Unit 14 24 Game Theory Strategies.mp4.mp417.65MB
  157. 14. Game Theory/Unit 14 25 Fed vs Politicians Question.mp4.mp410.07MB
  158. 14. Game Theory/Unit 14 26 Fed Vs Politicians Answer.mp4.mp419.62MB
  159. 14. Game Theory/Unit 14 27 Mechanism Design.mp4.mp417.56MB
  160. 14. Game Theory/Unit 14 28 Auction Question.mp4.mp427.88MB
  161. 14. Game Theory/Unit 14 29 Auction Answer.mp4.mp49.57MB
  162. 15. Advanced Planning/Unit 15 01 Introduction.mp4.mp46.38MB
  163. 15. Advanced Planning/Unit 15 02 Scheduling.mp4.mp48.94MB
  164. 15. Advanced Planning/Unit 15 03 Schedule Question.mp4.mp419.14MB
  165. 15. Advanced Planning/Unit 15 04 Schedule Answer.mp4.mp49.06MB
  166. 15. Advanced Planning/Unit 15 05 Resources Question.mp4.mp412.5MB
  167. 15. Advanced Planning/Unit 15 06 Resources Answer.mp4.mp48.55MB
  168. 15. Advanced Planning/Unit 15 07 Extending Planning.mp4.mp49.32MB
  169. 15. Advanced Planning/Unit 15 08 Hierarchical Planning.mp4.mp414.71MB
  170. 15. Advanced Planning/Unit 15 09 Refinement Planning.mp4.mp416.1MB
  171. 15. Advanced Planning/Unit 15 10 Reachable States.mp4.mp416.77MB
  172. 15. Advanced Planning/Unit 15 11 Reachable States Question.mp4.mp417.95MB
  173. 15. Advanced Planning/Unit 15 12 Reachable States Answer.mp4.mp49.81MB
  174. 15. Advanced Planning/Unit 15 13 Conformant Plan Question.mp4.mp417.88MB
  175. 15. Advanced Planning/Unit 15 14 Conformant Plan Answer.mp4.mp44.28MB
  176. 15. Advanced Planning/Unit 15 15 Sensory Plan Question.mp4.mp45.51MB
  177. 15. Advanced Planning/Unit 15 16 Sensory Plan Answer.mp4.mp49.68MB
  178. 16. Computer Vision I/Unit 16 01 Introduction.mp4.mp426.89MB
  179. 16. Computer Vision I/Unit 16 02 Image Formation.mp4.mp425.19MB
  180. 16. Computer Vision I/Unit 16 03 Projection Length Question.mp4.mp44.02MB
  181. 16. Computer Vision I/Unit 16 04 Projection Length Answer.mp4.mp47.06MB
  182. 16. Computer Vision I/Unit 16 05 Focal Length Question.mp4.mp43.7MB
  183. 16. Computer Vision I/Unit 16 06 Focal Length Answer.mp4.mp44.05MB
  184. 16. Computer Vision I/Unit 16 07 Range Question.mp4.mp46.49MB
  185. 16. Computer Vision I/Unit 16 08 Range Answer.mp4.mp45.14MB
  186. 16. Computer Vision I/Unit 16 09 Perspective Projection.mp4.mp412.93MB
  187. 16. Computer Vision I/Unit 16 10 Vanishing Points.mp4.mp415.98MB
  188. 16. Computer Vision I/Unit 16 11 Vanishing Points Question.mp4.mp44.08MB
  189. 16. Computer Vision I/Unit 16 12 Vanishing Points Answer.mp4.mp46.21MB
  190. 16. Computer Vision I/Unit 16 13 Lenses.mp4.mp421.76MB
  191. 16. Computer Vision I/Unit 16 14 Computer Vision.mp4.mp415.59MB
  192. 16. Computer Vision I/Unit 16 15 Invariance Question A.mp4.mp413.08MB
  193. 16. Computer Vision I/Unit 16 16 Invariance Answer A.mp4.mp41.47MB
  194. 16. Computer Vision I/Unit 16 17 Invariance Question B.mp4.mp43.66MB
  195. 16. Computer Vision I/Unit 16 18 Invariance Answer B.mp4.mp43.55MB
  196. 16. Computer Vision I/Unit 16 19 Invariance Question C.mp4.mp43.12MB
  197. 16. Computer Vision I/Unit 16 20 Invariance Answer C.mp4.mp43.4MB
  198. 16. Computer Vision I/Unit 16 21 Invariance Question D.mp4.mp43.81MB
  199. 16. Computer Vision I/Unit 16 22 Invariance Answer D.mp4.mp41.87MB
  200. 16. Computer Vision I/Unit 16 23 Invariance Question E.mp4.mp42.42MB
  201. 16. Computer Vision I/Unit 16 24 Invariance Answer E.mp4.mp41.41MB
  202. 16. Computer Vision I/Unit 16 25 Final Invariance Type.mp4.mp45.85MB
  203. 16. Computer Vision I/Unit 16 26 Importance of Invariance.mp4.mp45.95MB
  204. 16. Computer Vision I/Unit 16 27 Greyscale Images.mp4.mp420.9MB
  205. 16. Computer Vision I/Unit 16 28 Extracting Features.mp4.mp434.08MB
  206. 16. Computer Vision I/Unit 16 29 Extracting Features Question.mp4.mp43.67MB
  207. 16. Computer Vision I/Unit 16 30 Extracting Features Answer.mp4.mp44.34MB
  208. 16. Computer Vision I/Unit 16 31 Linear Filter.mp4.mp414.35MB
  209. 16. Computer Vision I/Unit 16 32 Horizontal Edge Question.mp4.mp43.7MB
  210. 16. Computer Vision I/Unit 16 33 Horizontal Edge Answer.mp4.mp43.92MB
  211. 16. Computer Vision I/Unit 16 34 Vertical Filter Question.mp4.mp42.88MB
  212. 16. Computer Vision I/Unit 16 35 Vertical Filter Answer.mp4.mp43.54MB
  213. 16. Computer Vision I/Unit 16 36 Filter Results.mp4.mp49.48MB
  214. 16. Computer Vision I/Unit 16 37 Gradient Images.mp4.mp419.36MB
  215. 16. Computer Vision I/Unit 16 38 Canny Edge Detector.mp4.mp417.09MB
  216. 16. Computer Vision I/Unit 16 39 Other Masks.mp4.mp46.67MB
  217. 16. Computer Vision I/Unit 16 40 Prewitt Mask Question.mp4.mp42.61MB
  218. 16. Computer Vision I/Unit 16 41 Prewitt Mask Answer.mp4.mp41.81MB
  219. 16. Computer Vision I/Unit 16 42 Gaussian Kernel Question.mp4.mp413.99MB
  220. 16. Computer Vision I/Unit 16 43 Gaussian Kernel Answer.mp4.mp45.37MB
  221. 16. Computer Vision I/Unit 16 44 Reasons for Gaussian Kernels.mp4.mp438.86MB
  222. 16. Computer Vision I/Unit 16 45 Harris Corner Detector.mp4.mp429.2MB
  223. 16. Computer Vision I/Unit 16 46 Modern Feature Detectors.mp4.mp420.62MB
  224. 16. Computer Vision I/Unit 16 47 Conclusion.mp4.mp47.25MB
  225. 17. Computer Vision II/Unit 17 01 Introduction.mp4.mp46.6MB
  226. 17. Computer Vision II/Unit 17 02 Depth Question.mp4.mp44.21MB
  227. 17. Computer Vision II/Unit 17 03 Depth Answer.mp4.mp410.5MB
  228. 17. Computer Vision II/Unit 17 05 Stereo Question.mp4.mp44.08MB
  229. 17. Computer Vision II/Unit 17 06 Stereo Answer.mp4.mp413.38MB
  230. 17. Computer Vision II/Unit 17 07 Solving for Depth.mp4.mp421.11MB
  231. 17. Computer Vision II/Unit 17 08 Solve Depth Question.mp4.mp46.51MB
  232. 17. Computer Vision II/Unit 17 09 Solve Depth Answer.mp4.mp42.73MB
  233. 17. Computer Vision II/Unit 17 10 Change in X Question.mp4.mp44.29MB
  234. 17. Computer Vision II/Unit 17 11 Change in X Answer.mp4.mp42.83MB
  235. 17. Computer Vision II/Unit 17 12 Focal Length Question.mp4.mp44.74MB
  236. 17. Computer Vision II/Unit 17 13 Focal Length Answer.mp4.mp42.87MB
  237. 17. Computer Vision II/Unit 17 14 Correspondence Question.mp4.mp46.07MB
  238. 17. Computer Vision II/Unit 17 15 Correspondence Answer.mp4.mp412.06MB
  239. 17. Computer Vision II/Unit 17 16 Determine Correspondence Question.mp4.mp421.89MB
  240. 17. Computer Vision II/Unit 17 17 Determine Correspondence Answer.mp4.mp42.12MB
  241. 17. Computer Vision II/Unit 17 18 SSD Minimization.mp4.mp423.07MB
  242. 17. Computer Vision II/Unit 17 19 Disparity Maps.mp4.mp426.09MB
  243. 17. Computer Vision II/Unit 17 20 Context Question.mp4.mp413.22MB
  244. 17. Computer Vision II/Unit 17 21 Context Answer.mp4.mp46.38MB
  245. 17. Computer Vision II/Unit 17 22 Alignment 1 Question.mp4.mp415.18MB
  246. 17. Computer Vision II/Unit 17 23 Alignment 1 Answer.mp4.mp44.83MB
  247. 17. Computer Vision II/Unit 17 24 Alignment 2 Question.mp4.mp45.16MB
  248. 17. Computer Vision II/Unit 17 25 Alignment 2 Answer.mp4.mp49.81MB
  249. 17. Computer Vision II/Unit 17 26 Dynamic Programming.mp4.mp441.84MB
  250. 17. Computer Vision II/Unit 17 27 Pixel Correspondence Question 1.mp4.mp47.21MB
  251. 17. Computer Vision II/Unit 17 28 Pixel Correspondence Answer 1.mp4.mp47.54MB
  252. 17. Computer Vision II/Unit 17 29 Pixel Correspondence Question 2.mp4.mp45.96MB
  253. 17. Computer Vision II/Unit 17 30 Pixel Correspondence Answer 2.mp4.mp411.8MB
  254. 17. Computer Vision II/Unit 17 31 Finding the Best Alignment.mp4.mp44.91MB
  255. 17. Computer Vision II/Unit 17 32 Correspondence Issues.mp4.mp414.26MB
  256. 17. Computer Vision II/Unit 17 33 Improving Stereo Vision.mp4.mp445.18MB
  257. 18. Computer Vision III/Unit 18 01 Structure from Motion Question.mp4.mp415.05MB
  258. 18. Computer Vision III/Unit 18 02 Structure from Motion Answer.mp4.mp44.45MB
  259. 18. Computer Vision III/Unit 18 03 Projection Question.mp4.mp46.8MB
  260. 18. Computer Vision III/Unit 18 04 Projection Answer.mp4.mp48.04MB
  261. 18. Computer Vision III/Unit 18 05 Structure from Motion Models.mp4.mp449.48MB
  262. 18. Computer Vision III/Unit 18 06 SFM Math.mp4.mp418.52MB
  263. 18. Computer Vision III/Unit 18 07 Recovered Unknowns Question.mp4.mp415.55MB
  264. 18. Computer Vision III/Unit 18 08 Recovered Unknowns Answer.mp4.mp48.63MB
  265. 18. Computer Vision III/Unit 18 09 Conclusion.mp4.mp48.25MB
  266. 19. Robotics I/Unit 19 01 Autonomous Vehicle Intro 1.mp4.mp467.54MB
  267. 19. Robotics I/Unit 19 02 Autonomous Vehicle Intro 2.mp4.mp494MB
  268. 19. Robotics I/Unit 19 03 Robotics Introduction.mp4.mp44.3MB
  269. 19. Robotics I/Unit 19 04 Robotics Question.mp4.mp45.48MB
  270. 19. Robotics I/Unit 19 05 Robotics Answer.mp4.mp46.33MB
  271. 19. Robotics I/Unit 19 06 Kinematic Question 1.mp4.mp49.07MB
  272. 19. Robotics I/Unit 19 07 Kinematic Answer 1.mp4.mp45.76MB
  273. 19. Robotics I/Unit 19 08 Kinematic Question 2.mp4.mp42.64MB
  274. 19. Robotics I/Unit 19 09 Kinematic Answer 2.mp4.mp44.52MB
  275. 19. Robotics I/Unit 19 10 Dynamic Question.mp4.mp41.98MB
  276. 19. Robotics I/Unit 19 11 Dynamic Answer.mp4.mp47.03MB
  277. 19. Robotics I/Unit 19 12 Helicopter Question 1.mp4.mp43.13MB
  278. 19. Robotics I/Unit 19 13 Helicopter Answer 1.mp4.mp45.26MB
  279. 19. Robotics I/Unit 19 14 Helicopter Question 2.mp4.mp41.15MB
  280. 19. Robotics I/Unit 19 15 Helicopter Answer 2.mp4.mp44.72MB
  281. 19. Robotics I/Unit 19 16 Localization.mp4.mp417.51MB
  282. 19. Robotics I/Unit 19 17 Monte Carlo Localization.mp4.mp427.85MB
  283. 19. Robotics I/Unit 19 18 Localization Question 1.mp4.mp45.51MB
  284. 19. Robotics I/Unit 19 19 Localization Answer 1.mp4.mp47.32MB
  285. 19. Robotics I/Unit 19 20 Localization Question 2.mp4.mp44.47MB
  286. 19. Robotics I/Unit 19 21 Localization Answer 2.mp4.mp49.89MB
  287. 2. Problem Solving/Unit 2, Topic 1, Introduction.mp413.2MB
  288. 2. Problem Solving/Unit 2, Topic 10, Graph Search Answer.mp44.05MB
  289. 2. Problem Solving/Unit 2, Topic 11, Graph Search Termination.mp412.68MB
  290. 2. Problem Solving/Unit 2, Topic 12, Uniform Cost Search.mp47.17MB
  291. 2. Problem Solving/Unit 2, Topic 13, Uniform Cost Search.mp46.84MB
  292. 2. Problem Solving/Unit 2, Topic 14, Uniform Cost Search.mp48.06MB
  293. 2. Problem Solving/Unit 2, Topic 15, Uniform Cost Search.mp42.7MB
  294. 2. Problem Solving/Unit 2, Topic 16, Uniform Cost Termination.mp410.28MB
  295. 2. Problem Solving/Unit 2, Topic 17, Uniform Cost Termination Answer.mp414.78MB
  296. 2. Problem Solving/Unit 2, Topic 18, Depth First Search.mp415.33MB
  297. 2. Problem Solving/Unit 2, Topic 19, Search Optimality Answer.mp415.28MB
  298. 2. Problem Solving/Unit 2, Topic 2, Route Finding Question.mp437.84MB
  299. 2. Problem Solving/Unit 2, Topic 20, Storage Requirements, Completeness.mp417.05MB
  300. 2. Problem Solving/Unit 2, Topic 21, Completeness Answer.mp46.86MB
  301. 2. Problem Solving/Unit 2, Topic 22, More on Uniform Cost Search.mp446.35MB
  302. 2. Problem Solving/Unit 2, Topic 23, A-Star Search ANSWER.mp42.91MB
  303. 2. Problem Solving/Unit 2, Topic 23, A-Star Search.mp434.47MB
  304. 2. Problem Solving/Unit 2, Topic 24, A-Star Second Question ANSWER.mp42.57MB
  305. 2. Problem Solving/Unit 2, Topic 24, A-Star Second Question.mp48.89MB
  306. 2. Problem Solving/Unit 2, Topic 25, A-Star Third Question ANSWER.mp41.77MB
  307. 2. Problem Solving/Unit 2, Topic 25, A-Star Third Question.mp44.26MB
  308. 2. Problem Solving/Unit 2, Topic 26, A-Star Fourth Question ANSWER.mp44.17MB
  309. 2. Problem Solving/Unit 2, Topic 26, A-Star Fourth Question.mp45.72MB
  310. 2. Problem Solving/Unit 2, Topic 27, A-Star Fifth Question ANSWER Mandatory.mp48.27MB
  311. 2. Problem Solving/Unit 2, Topic 27, A-Star Fifth Question.mp415.2MB
  312. 2. Problem Solving/Unit 2, Topic 28, Optimistic Heuristics.mp412.01MB
  313. 2. Problem Solving/Unit 2, Topic 29, State Spaces ANSWER.mp45.26MB
  314. 2. Problem Solving/Unit 2, Topic 29, State Spaces.mp48.24MB
  315. 2. Problem Solving/Unit 2, Topic 3, Route Finding.mp425.4MB
  316. 2. Problem Solving/Unit 2, Topic 30, State Space Diagram and More Complexity ANSWER.mp49.06MB
  317. 2. Problem Solving/Unit 2, Topic 30, State Space Diagram and More Complexity.mp419.04MB
  318. 2. Problem Solving/Unit 2, Topic 31, Sliding Blocks Puzzle ANSWER.mp47.41MB
  319. 2. Problem Solving/Unit 2, Topic 31, Sliding Blocks Puzzle.mp417.82MB
  320. 2. Problem Solving/Unit 2, Topic 32, Where is the Intelligence.mp431.62MB
  321. 2. Problem Solving/Unit 2, Topic 33, What Can't Search Do.mp417.55MB
  322. 2. Problem Solving/Unit 2, Topic 34, Note on Implementation.mp427.75MB
  323. 2. Problem Solving/Unit 2, Topic 4, Tree Search.mp427.65MB
  324. 2. Problem Solving/Unit 2, Topic 5, Tree Search Answer.mp424.83MB
  325. 2. Problem Solving/Unit 2, Topic 6, Graph Search.mp49.21MB
  326. 2. Problem Solving/Unit 2, Topic 7, Graph Search Answer.mp45.87MB
  327. 2. Problem Solving/Unit 2, Topic 8, Graph Search Answer.mp41.81MB
  328. 2. Problem Solving/Unit 2, Topic 9, More Graph Search.mp45.45MB
  329. 20. Robotics II/Unit 20 01 Prediction.mp4.mp414.23MB
  330. 20. Robotics II/Unit 20 02 Measurement Question.mp4.mp423.14MB
  331. 20. Robotics II/Unit 20 03 Measurement Answer.mp4.mp412.32MB
  332. 20. Robotics II/Unit 20 04 Resampling Question.mp4.mp418.2MB
  333. 20. Robotics II/Unit 20 05 Resampling Answer.mp4.mp42.7MB
  334. 20. Robotics II/Unit 20 06 Planning Question.mp4.mp48.89MB
  335. 20. Robotics II/Unit 20 07 Planning Answer.mp4.mp42.05MB
  336. 20. Robotics II/Unit 20 08 Road Graph.mp4.mp416.08MB
  337. 20. Robotics II/Unit 20 09 Cost Question.mp4.mp414.06MB
  338. 20. Robotics II/Unit 20 10 Cost Answer.mp4.mp47.53MB
  339. 20. Robotics II/Unit 20 11 Dynamic Programming 1.mp4.mp453.9MB
  340. 20. Robotics II/Unit 20 12 Dynamic Programming 2.mp4.mp442.46MB
  341. 20. Robotics II/Unit 20 13 Robotic Path Planning.mp4.mp426.66MB
  342. 20. Robotics II/Unit 20 14 Path Planning Examples.mp4.mp442.57MB
  343. 20. Robotics II/Unit 20 15 Conclusion.mp4.mp412.18MB
  344. 21. Natural Language Processing/Unit 21 01 Introduction.mp4.mp416.39MB
  345. 21. Natural Language Processing/Unit 21 02 Language Models.mp4.mp429.27MB
  346. 21. Natural Language Processing/Unit 21 03 Bag of Words.mp4.mp48.91MB
  347. 21. Natural Language Processing/Unit 21 04 Probabilistic Models.mp4.mp452.42MB
  348. 21. Natural Language Processing/Unit 21 05 Language and Learning.mp4.mp419.75MB
  349. 21. Natural Language Processing/Unit 21 06 Language Models Question.mp4.mp44.14MB
  350. 21. Natural Language Processing/Unit 21 07 Language Models Answer.mp4.mp414.6MB
  351. 21. Natural Language Processing/Unit 21 08 Unigram Model Samples.mp4.mp48.7MB
  352. 21. Natural Language Processing/Unit 21 09 Bigram Model Samples.mp4.mp45.2MB
  353. 21. Natural Language Processing/Unit 21 10 Trigram Model Samples.mp4.mp44.77MB
  354. 21. Natural Language Processing/Unit 21 11 N Gram Model Samples.mp4.mp410.56MB
  355. 21. Natural Language Processing/Unit 21 12 N Gram Model Question.mp4.mp46.85MB
  356. 21. Natural Language Processing/Unit 21 13 N Gram Model Answer.mp4.mp43.1MB
  357. 21. Natural Language Processing/Unit 21 14 Probability Question.mp4.mp418.77MB
  358. 21. Natural Language Processing/Unit 21 15 Probability Answer.mp4.mp45.04MB
  359. 21. Natural Language Processing/Unit 21 16 Language Question.mp4.mp411.97MB
  360. 21. Natural Language Processing/Unit 21 17 Language Answer.mp4.mp412.9MB
  361. 21. Natural Language Processing/Unit 21 18 Letter Bigram Question.mp4.mp45.58MB
  362. 21. Natural Language Processing/Unit 21 19 Letter Bigram Answer.mp4.mp42.88MB
  363. 21. Natural Language Processing/Unit 21 20 Trigram Model Question.mp4.mp48.2MB
  364. 21. Natural Language Processing/Unit 21 21 Trigram Model Answer.mp4.mp42.13MB
  365. 21. Natural Language Processing/Unit 21 22 Classification.mp4.mp412.84MB
  366. 21. Natural Language Processing/Unit 21 23 Classification Question.mp4.mp44.66MB
  367. 21. Natural Language Processing/Unit 21 24 Classification Answer.mp4.mp43.43MB
  368. 21. Natural Language Processing/Unit 21 25 Gzip.mp4.mp420.56MB
  369. 21. Natural Language Processing/Unit 21 26 Segmentation.mp4.mp411.83MB
  370. 21. Natural Language Processing/Unit 21 27 Segmentation Probabilistic Model.mp4.mp415.22MB
  371. 21. Natural Language Processing/Unit 21 28 Probabilistic Model Question.mp4.mp45.94MB
  372. 21. Natural Language Processing/Unit 21 29 Probabilistic Model Answer.mp4.mp43.58MB
  373. 21. Natural Language Processing/Unit 21 30 Best Segmentation 1.mp4.mp414.28MB
  374. 21. Natural Language Processing/Unit 21 31 Best Segmentation 2.mp4.mp421.15MB
  375. 21. Natural Language Processing/Unit 21 32 Segment Code.mp4.mp47.95MB
  376. 21. Natural Language Processing/Unit 21 33 Segment Question 1.mp4.mp412.1MB
  377. 21. Natural Language Processing/Unit 21 34 Segment Answer 1.mp4.mp47.08MB
  378. 21. Natural Language Processing/Unit 21 35 Segment Question 2.mp4.mp44.72MB
  379. 21. Natural Language Processing/Unit 21 36 Segment Answer 2.mp4.mp48.79MB
  380. 21. Natural Language Processing/Unit 21 37 Spelling Correction.mp4.mp424.22MB
  381. 21. Natural Language Processing/Unit 21 38 Spelling Data.mp4.mp418.7MB
  382. 21. Natural Language Processing/Unit 21 39 Correction Example.mp4.mp436.87MB
  383. 21. Natural Language Processing/Unit 21 40 Software Engineering.mp4.mp41.22MB
  384. 22. Optional NLP Programming/Programming Project 01 Optional Problem.mp4.mp433.08MB
  385. 23. Natural Language Processing II/Unit 22 01 Sentence Structure.mp4.mp423.26MB
  386. 23. Natural Language Processing II/Unit 22 02 Parses Question.mp4.mp432.78MB
  387. 23. Natural Language Processing II/Unit 22 03 Parses Answer.mp4.mp420.96MB
  388. 23. Natural Language Processing II/Unit 22 04 Problems and Solutions Question.mp4.mp418.83MB
  389. 23. Natural Language Processing II/Unit 22 05 Problems and Solutions Answer.mp4.mp421.11MB
  390. 23. Natural Language Processing II/Unit 22 06 Writing Grammars.mp4.mp424.46MB
  391. 23. Natural Language Processing II/Unit 22 07 PCFG.mp4.mp433.09MB
  392. 23. Natural Language Processing II/Unit 22 08 PCFG Question.mp4.mp44.11MB
  393. 23. Natural Language Processing II/Unit 22 09 PCFG Answer.mp4.mp46.85MB
  394. 23. Natural Language Processing II/Unit 22 10 Probability Origins.mp4.mp426.59MB
  395. 23. Natural Language Processing II/Unit 22 11 Resolving Ambiguity.mp4.mp424.5MB
  396. 23. Natural Language Processing II/Unit 22 12 LPCFG.mp4.mp450.41MB
  397. 23. Natural Language Processing II/Unit 22 13 Parsing into a Tree.mp4.mp434.75MB
  398. 23. Natural Language Processing II/Unit 22 14 Machine Translation.mp4.mp426.92MB
  399. 23. Natural Language Processing II/Unit 22 15 Translation Example.mp4.mp444.55MB
  400. 3. Probability in AI/Unit 3 1 Introduction.mp495.22MB
  401. 3. Probability in AI/Unit 3 10 Different Type of Bayes Network.mp426.07MB
  402. 3. Probability in AI/Unit 3 11 Explaining Away.mp421.19MB
  403. 3. Probability in AI/Unit 3 11a Answer.mp416.28MB
  404. 3. Probability in AI/Unit 3 11b Question.mp45.89MB
  405. 3. Probability in AI/Unit 3 11c Answer.mp438.2MB
  406. 3. Probability in AI/Unit 3 11d Question.mp423.84MB
  407. 3. Probability in AI/Unit 3 11e Answer.mp416.07MB
  408. 3. Probability in AI/Unit 3 11f Conclusion.mp436.58MB
  409. 3. Probability in AI/Unit 3 12 General Bayes Networks.mp431.48MB
  410. 3. Probability in AI/Unit 3 12a Answer.mp43.83MB
  411. 3. Probability in AI/Unit 3 12b Question.mp43.52MB
  412. 3. Probability in AI/Unit 3 12c Answer.mp43.21MB
  413. 3. Probability in AI/Unit 3 12d Question.mp46.28MB
  414. 3. Probability in AI/Unit 3 12e Answer.mp46.77MB
  415. 3. Probability in AI/Unit 3 12f Value of the Network.mp44.93MB
  416. 3. Probability in AI/Unit 3 13 D-Separation.mp47.31MB
  417. 3. Probability in AI/Unit 3 13a Answer.mp49.8MB
  418. 3. Probability in AI/Unit 3 13b D-Separation Example.mp48.99MB
  419. 3. Probability in AI/Unit 3 13c Answer.mp416.23MB
  420. 3. Probability in AI/Unit 3 13d D-Separation General Definition.mp432MB
  421. 3. Probability in AI/Unit 3 13e Answer.mp412.99MB
  422. 3. Probability in AI/Unit 3 14 Congratulations.mp411.3MB
  423. 3. Probability in AI/Unit 3 2 Probabilities.mp47.21MB
  424. 3. Probability in AI/Unit 3 2a Answer.mp43.74MB
  425. 3. Probability in AI/Unit 3 2b Question.mp41.55MB
  426. 3. Probability in AI/Unit 3 2c Answer.mp43.25MB
  427. 3. Probability in AI/Unit 3 2d Question.mp42.66MB
  428. 3. Probability in AI/Unit 3 2e Answer.mp42.61MB
  429. 3. Probability in AI/Unit 3 2f Question.mp45.27MB
  430. 3. Probability in AI/Unit 3 2g Answer.mp44.06MB
  431. 3. Probability in AI/Unit 3 2h Question.mp41.68MB
  432. 3. Probability in AI/Unit 3 2i Answer.mp45.59MB
  433. 3. Probability in AI/Unit 3 2j Summary.mp47.78MB
  434. 3. Probability in AI/Unit 3 3 Dependence.mp411.03MB
  435. 3. Probability in AI/Unit 3 3a Answer.mp413.2MB
  436. 3. Probability in AI/Unit 3 4 What We Learned.mp411.83MB
  437. 3. Probability in AI/Unit 3 5 Weather Quiz.mp45.12MB
  438. 3. Probability in AI/Unit 3 5a Answer.mp41.03MB
  439. 3. Probability in AI/Unit 3 5b Question.mp42.76MB
  440. 3. Probability in AI/Unit 3 5c Answer.mp4892.08KB
  441. 3. Probability in AI/Unit 3 5d Question.mp43.85MB
  442. 3. Probability in AI/Unit 3 5e Answer.mp415.6MB
  443. 3. Probability in AI/Unit 3 6 Cancer Quiz.mp43.49MB
  444. 3. Probability in AI/Unit 3 6a Answer and Cancer Test.mp45.34MB
  445. 3. Probability in AI/Unit 3 6b Answer.mp412.38MB
  446. 3. Probability in AI/Unit 3 6c Answer.mp48.18MB
  447. 3. Probability in AI/Unit 3 6d Question.mp41.49MB
  448. 3. Probability in AI/Unit 3 6e Answer.mp410.91MB
  449. 3. Probability in AI/Unit 3 7 Bayes Rule.mp440.64MB
  450. 3. Probability in AI/Unit 3 7a Bayes Rule Graphically.mp422.3MB
  451. 3. Probability in AI/Unit 3 7b Answer.mp44.53MB
  452. 3. Probability in AI/Unit 3 8 More Complex Bayes Networks.mp445.48MB
  453. 3. Probability in AI/Unit 3 8a Two Test Cancer Example.mp413.89MB
  454. 3. Probability in AI/Unit 3 8b Answer.mp424.28MB
  455. 3. Probability in AI/Unit 3 8c Question.mp42.28MB
  456. 3. Probability in AI/Unit 3 8d Answer.mp413.61MB
  457. 3. Probability in AI/Unit 3 9 Conditional Independence.mp434.64MB
  458. 3. Probability in AI/Unit 3 9a Answer.mp47.05MB
  459. 3. Probability in AI/Unit 3 9b Question.mp46.71MB
  460. 3. Probability in AI/Unit 3 9c Answer.mp434.02MB
  461. 3. Probability in AI/Unit 3 9d Absolute vs Conditional Independence.mp45.1MB
  462. 3. Probability in AI/Unit 3 9e Answer.mp47.77MB
  463. 4. Probabilistic Inference/Unit 4, 1 Probabilistic Inference.mp444.99MB
  464. 4. Probabilistic Inference/Unit 4, 10 Monty Hall Problem.mp414.29MB
  465. 4. Probabilistic Inference/Unit 4, 10a Answer.mp417.13MB
  466. 4. Probabilistic Inference/Unit 4, 10b Monty Hall Letter.mp46.58MB
  467. 4. Probabilistic Inference/Unit 4, 1a Answer.mp42.03MB
  468. 4. Probabilistic Inference/Unit 4, 2 Enumeration.mp443.26MB
  469. 4. Probabilistic Inference/Unit 4, 2a Answer.mp418.92MB
  470. 4. Probabilistic Inference/Unit 4, 3 Speeding up Enumeration.mp434.12MB
  471. 4. Probabilistic Inference/Unit 4, 3a Answer.mp43.86MB
  472. 4. Probabilistic Inference/Unit 4, 3b Second Question.mp42.22MB
  473. 4. Probabilistic Inference/Unit 4, 3c Second Answer.mp45.81MB
  474. 4. Probabilistic Inference/Unit 4, 3d Third Question.mp42MB
  475. 4. Probabilistic Inference/Unit 4, 3e Third Answer.mp42.04MB
  476. 4. Probabilistic Inference/Unit 4, 3f Fourth Question.mp41.28MB
  477. 4. Probabilistic Inference/Unit 4, 3g Fourth Answer.mp44.26MB
  478. 4. Probabilistic Inference/Unit 4, 3h Causal Direction.mp42.96MB
  479. 4. Probabilistic Inference/Unit 4, 4 Variable Elimination.mp445.6MB
  480. 4. Probabilistic Inference/Unit 4, 4a Answer.mp44.38MB
  481. 4. Probabilistic Inference/Unit 4, 4b More Variable Elimination.mp45.22MB
  482. 4. Probabilistic Inference/Unit 4, 4c Answer.mp46.1MB
  483. 4. Probabilistic Inference/Unit 4, 4d Even More Variable Elimination.mp45.46MB
  484. 4. Probabilistic Inference/Unit 4, 4e Answer.mp43.21MB
  485. 4. Probabilistic Inference/Unit 4, 4f Summary.mp43.15MB
  486. 4. Probabilistic Inference/Unit 4, 5 Approximate Inference Sampling.mp420.87MB
  487. 4. Probabilistic Inference/Unit 4, 6 Sampling Example.mp419.66MB
  488. 4. Probabilistic Inference/Unit 4, 6a Sampling Example.mp49.61MB
  489. 4. Probabilistic Inference/Unit 4, 6b More Sampling.mp417.25MB
  490. 4. Probabilistic Inference/Unit 4, 7 Rejection Sampling.mp419.54MB
  491. 4. Probabilistic Inference/Unit 4, 8 Likelihood Weighting.mp418.55MB
  492. 4. Probabilistic Inference/Unit 4, 8a Answer.mp45.82MB
  493. 4. Probabilistic Inference/Unit 4, 8b Likelihood Weighting is Consistent.mp43.08MB
  494. 4. Probabilistic Inference/Unit 4, 8c Likelihood Weighting Problems.mp48.72MB
  495. 4. Probabilistic Inference/Unit 4, 9 Gibbs Sampling.mp417.97MB
  496. 5. Machine Learning/Unit 5 1 Introduction.mp412.85MB
  497. 5. Machine Learning/Unit 5 10 Question.mp42.88MB
  498. 5. Machine Learning/Unit 5 11 Answer.mp42.86MB
  499. 5. Machine Learning/Unit 5 12 Maximum Likelihood.mp448.94MB
  500. 5. Machine Learning/Unit 5 13 Answer.mp45.71MB
  501. 5. Machine Learning/Unit 5 14 Relationship to Bayes Networks.mp415.19MB
  502. 5. Machine Learning/Unit 5 15 Answer.mp45.42MB
  503. 5. Machine Learning/Unit 5 16 Question.mp45.1MB
  504. 5. Machine Learning/Unit 5 17 Answer.mp411.73MB
  505. 5. Machine Learning/Unit 5 18 Question.mp44.09MB
  506. 5. Machine Learning/Unit 5 19 Answer.mp411.35MB
  507. 5. Machine Learning/Unit 5 2 What is Machine Learning.mp420.9MB
  508. 5. Machine Learning/Unit 5 20 Question.mp43.9MB
  509. 5. Machine Learning/Unit 5 21 Answer and Laplace Smoothing.mp435.4MB
  510. 5. Machine Learning/Unit 5 22 Answer.mp413.44MB
  511. 5. Machine Learning/Unit 5 23 Question.mp44.63MB
  512. 5. Machine Learning/Unit 5 24 Answer.mp414.61MB
  513. 5. Machine Learning/Unit 5 25 Question.mp43.69MB
  514. 5. Machine Learning/Unit 5 26 Answer.mp410.16MB
  515. 5. Machine Learning/Unit 5 27 Summary Naive Bayes.mp418.05MB
  516. 5. Machine Learning/Unit 5 28 Advanced SPAM Filtering.mp416.12MB
  517. 5. Machine Learning/Unit 5 29 Digit Recognition.mp426.68MB
  518. 5. Machine Learning/Unit 5 3 Answer.mp48.31MB
  519. 5. Machine Learning/Unit 5 30 Overfitting Prevention.mp434.23MB
  520. 5. Machine Learning/Unit 5 31 Classification vs Regression.mp421.34MB
  521. 5. Machine Learning/Unit 5 32 Answer.mp45.38MB
  522. 5. Machine Learning/Unit 5 33 Linear Regression.mp432.55MB
  523. 5. Machine Learning/Unit 5 34 Answer.mp413.86MB
  524. 5. Machine Learning/Unit 5 35 More Linear Regression.mp410.58MB
  525. 5. Machine Learning/Unit 5 36 Quadratic Loss.mp445.99MB
  526. 5. Machine Learning/Unit 5 37 Answer.mp416.04MB
  527. 5. Machine Learning/Unit 5 38 Problems with Linear Regression.mp422.15MB
  528. 5. Machine Learning/Unit 5 39 Answer.mp411.37MB
  529. 5. Machine Learning/Unit 5 4 Stanley DARPA Grand Challenge.mp424.65MB
  530. 5. Machine Learning/Unit 5 40 Linear Regression and Complexity Control.mp417.21MB
  531. 5. Machine Learning/Unit 5 41 Minimizing Complicated Loss Functions.mp420.59MB
  532. 5. Machine Learning/Unit 5 42 Answer.mp49.57MB
  533. 5. Machine Learning/Unit 5 43 Question.mp45.18MB
  534. 5. Machine Learning/Unit 5 44 Answer.mp43.79MB
  535. 5. Machine Learning/Unit 5 45 Question.mp44.33MB
  536. 5. Machine Learning/Unit 5 46 Answer.mp412.37MB
  537. 5. Machine Learning/Unit 5 47 Gradient Descent Implementation.mp418.17MB
  538. 5. Machine Learning/Unit 5 48 Perceptron.mp446.93MB
  539. 5. Machine Learning/Unit 5 49 Answer and SVMs.mp463.57MB
  540. 5. Machine Learning/Unit 5 5 Taxonomy.mp442.67MB
  541. 5. Machine Learning/Unit 5 50 k Nearest Neighbors.mp420.42MB
  542. 5. Machine Learning/Unit 5 51 kNN Definition.mp413.06MB
  543. 5. Machine Learning/Unit 5 52 Answer.mp47.75MB
  544. 5. Machine Learning/Unit 5 53 k as Smoothing Parameter.mp418.88MB
  545. 5. Machine Learning/Unit 5 54 Problems with kNN.mp422.83MB
  546. 5. Machine Learning/Unit 5 55 Congratulations.mp413.54MB
  547. 5. Machine Learning/Unit 5 6 Supervised Learning.mp435.43MB
  548. 5. Machine Learning/Unit 5 7 Occam's Razor.mp429.97MB
  549. 5. Machine Learning/Unit 5 8 SPAM Detection.mp449.28MB
  550. 5. Machine Learning/Unit 5 9 Answer.mp45.92MB
  551. 6. Unsupervised Learning/Unit 6 1 Unsupervised Learning.mp412.31MB
  552. 6. Unsupervised Learning/Unit 6 1a Answer.mp44.88MB
  553. 6. Unsupervised Learning/Unit 6 1b Question.mp47.62MB
  554. 6. Unsupervised Learning/Unit 6 1c Answer.mp49.32MB
  555. 6. Unsupervised Learning/Unit 6 2 Terminology.mp414.32MB
  556. 6. Unsupervised Learning/Unit 6 3 Google Street View and Clustering.mp438.33MB
  557. 6. Unsupervised Learning/Unit 6 4 k-Means Clustering Example.mp418.94MB
  558. 6. Unsupervised Learning/Unit 6 4a k-Means Algorithm.mp420.56MB
  559. 6. Unsupervised Learning/Unit 6 4b Answer.mp42.79MB
  560. 6. Unsupervised Learning/Unit 6 4c Question.mp42.73MB
  561. 6. Unsupervised Learning/Unit 6 4d Answer.mp46.06MB
  562. 6. Unsupervised Learning/Unit 6 4e Question.mp41.88MB
  563. 6. Unsupervised Learning/Unit 6 4f Answer.mp44.82MB
  564. 6. Unsupervised Learning/Unit 6 5 Expectation Maximization.mp439.33MB
  565. 6. Unsupervised Learning/Unit 6 5a Gaussian Learning.mp422.23MB
  566. 6. Unsupervised Learning/Unit 6 5b Maximum Likelihood.mp441.67MB
  567. 6. Unsupervised Learning/Unit 6 5c Answer.mp46.05MB
  568. 6. Unsupervised Learning/Unit 6 5d Question.mp41.95MB
  569. 6. Unsupervised Learning/Unit 6 5e Answer.mp43.67MB
  570. 6. Unsupervised Learning/Unit 6 5f Question.mp48.21MB
  571. 6. Unsupervised Learning/Unit 6 5g Answer.mp45.94MB
  572. 6. Unsupervised Learning/Unit 6 5h Gaussian Summary.mp43.04MB
  573. 6. Unsupervised Learning/Unit 6 5i EM as Generalization of k-Means.mp423.74MB
  574. 6. Unsupervised Learning/Unit 6 5j EM Algorithm.mp430.45MB
  575. 6. Unsupervised Learning/Unit 6 5k Answer.mp43.13MB
  576. 6. Unsupervised Learning/Unit 6 5l Question.mp44.29MB
  577. 6. Unsupervised Learning/Unit 6 5m Answer.mp41.68MB
  578. 6. Unsupervised Learning/Unit 6 5n Question.mp47.49MB
  579. 6. Unsupervised Learning/Unit 6 5o Answer.mp48.2MB
  580. 6. Unsupervised Learning/Unit 6 5p Choosing k.mp420.98MB
  581. 6. Unsupervised Learning/Unit 6 5q Clustering Summary.mp46.79MB
  582. 6. Unsupervised Learning/Unit 6 6 Dimensionality Reduction.mp44.9MB
  583. 6. Unsupervised Learning/Unit 6 6a Answer.mp42.23MB
  584. 6. Unsupervised Learning/Unit 6 6b Question.mp41.39MB
  585. 6. Unsupervised Learning/Unit 6 6c Answer.mp45.23MB
  586. 6. Unsupervised Learning/Unit 6 6d Linear Dimensionality Reduction.mp433.01MB
  587. 6. Unsupervised Learning/Unit 6 6e Face Example.mp421.01MB
  588. 6. Unsupervised Learning/Unit 6 6f Scan Example.mp436.63MB
  589. 6. Unsupervised Learning/Unit 6 6g Piece-Wise Linear Projection.mp45.66MB
  590. 6. Unsupervised Learning/Unit 6 7 Spectral Clustering.mp46.66MB
  591. 6. Unsupervised Learning/Unit 6 7a Answer.mp45.37MB
  592. 6. Unsupervised Learning/Unit 6 7b Spectral Clustering Algorithm.mp462.08MB
  593. 6. Unsupervised Learning/Unit 6 7c Answer.mp4817.14KB
  594. 6. Unsupervised Learning/Unit 6 7d Question.mp43.13MB
  595. 6. Unsupervised Learning/Unit 6 7e Answer.mp42.25MB
  596. 6. Unsupervised Learning/Unit 6 8 Supervised vs Unsupervised Learning.mp418.48MB
  597. 7. Representation with Logic/Unit 7 1 Introduction.mp413.21MB
  598. 7. Representation with Logic/Unit 7 2 Propositional Logic.mp438.06MB
  599. 7. Representation with Logic/Unit 7 2a Truth Tables.mp423.31MB
  600. 7. Representation with Logic/Unit 7 2b Answer.mp46.94MB
  601. 7. Representation with Logic/Unit 7 2c Question.mp45MB
  602. 7. Representation with Logic/Unit 7 2d Answer.mp413.94MB
  603. 7. Representation with Logic/Unit 7 2e Question.mp410.7MB
  604. 7. Representation with Logic/Unit 7 2f Answer.mp46.97MB
  605. 7. Representation with Logic/Unit 7 2g Terminology.mp417.17MB
  606. 7. Representation with Logic/Unit 7 2h Answer.mp416.17MB
  607. 7. Representation with Logic/Unit 7 2i Propositional Logic Limitations.mp411.81MB
  608. 7. Representation with Logic/Unit 7 3 First Order Logic.mp436.25MB
  609. 7. Representation with Logic/Unit 7 3a Models.mp436.62MB
  610. 7. Representation with Logic/Unit 7 3b Syntax.mp439.83MB
  611. 7. Representation with Logic/Unit 7 3c Vacuum World.mp430.62MB
  612. 7. Representation with Logic/Unit 7 3d Question.mp413.35MB
  613. 7. Representation with Logic/Unit 7 3e Answer.mp412.64MB
  614. 7. Representation with Logic/Unit 7 3f Question.mp429.02MB
  615. 7. Representation with Logic/Unit 7 3g Answer.mp419.76MB
  616. 8. Planning/Unit 8 1 Introduction.mp49.3MB
  617. 8. Planning/Unit 8 10 Infinite Sequences.mp419.27MB
  618. 8. Planning/Unit 8 11 Finding a Successful Plan-.mp416.75MB
  619. 8. Planning/Unit 8 12 Finding a Successful Plan Question.mp421.37MB
  620. 8. Planning/Unit 8 13 Finding a Successful Plan Answer.mp48.8MB
  621. 8. Planning/Unit 8 14 Problem Solving via Mathematical Notation.mp427.15MB
  622. 8. Planning/Unit 8 15 Tracking the Predict Update Cycle.mp424.79MB
  623. 8. Planning/Unit 8 16 Classical Planning 1.mp454.11MB
  624. 8. Planning/Unit 8 17 Classical Planning 2.mp417.07MB
  625. 8. Planning/Unit 8 18 Progression Search.mp414.26MB
  626. 8. Planning/Unit 8 19 Regression Search.mp431.49MB
  627. 8. Planning/Unit 8 2 Problem Solving vs Planning.mp430.27MB
  628. 8. Planning/Unit 8 20 Regression vs Progression.mp418.24MB
  629. 8. Planning/Unit 8 21 Plan Space Search.mp419.14MB
  630. 8. Planning/Unit 8 22 Sliding Puzzle Example.mp431.02MB
  631. 8. Planning/Unit 8 23 Situation Calculus 1.mp437.22MB
  632. 8. Planning/Unit 8 24 Situation Calculus 2.mp439.38MB
  633. 8. Planning/Unit 8 25 Situation Calculus 3.mp428.39MB
  634. 8. Planning/Unit 8 3 Planning vs Execution.mp430.5MB
  635. 8. Planning/Unit 8 4 Vacuum Cleaner Example.mp420.19MB
  636. 8. Planning/Unit 8 5 Sensorless Vacumm Cleaner Problem-.mp420.06MB
  637. 8. Planning/Unit 8 6 Sensorless Vacuum Cleaner Answer.mp43.17MB
  638. 8. Planning/Unit 8 7 Partially Observable Vacuum Cleaner Example.mp421.82MB
  639. 8. Planning/Unit 8 8 Stocastic Environment Problem.mp426.68MB
  640. 8. Planning/Unit 8 9 Stochastic Environment Answer.mp47.17MB
  641. 9. Planning under Uncertainty/Unit 9 01 Introduction.mp46.32MB
  642. 9. Planning under Uncertainty/Unit 9 02 Planning Under Uncertainty MDP.mp434.81MB
  643. 9. Planning under Uncertainty/Unit 9 03 Robot Tour Guide Examples.mp445.27MB
  644. 9. Planning under Uncertainty/Unit 9 04 MDP Grid World.mp429.19MB
  645. 9. Planning under Uncertainty/Unit 9 05 Problems with Conventional Planning 1.mp415.41MB
  646. 9. Planning under Uncertainty/Unit 9 06 Branching Factor Question.mp45.39MB
  647. 9. Planning under Uncertainty/Unit 9 07 Branching Factor Answer.mp43.07MB
  648. 9. Planning under Uncertainty/Unit 9 08 Problems with Conventional Planning 2.mp413.06MB
  649. 9. Planning under Uncertainty/Unit 9 09 Policy Question 1.mp46.04MB
  650. 9. Planning under Uncertainty/Unit 9 10 Policy Answer 1.mp41.21MB
  651. 9. Planning under Uncertainty/Unit 9 11 Policy Question 2.mp41.05MB
  652. 9. Planning under Uncertainty/Unit 9 12 Policy Answer 2.mp41.49MB
  653. 9. Planning under Uncertainty/Unit 9 13 Policy Question 3.mp42.66MB
  654. 9. Planning under Uncertainty/Unit 9 14 Policy Answer 3 Question 4.mp47.13MB
  655. 9. Planning under Uncertainty/Unit 9 15 Policy Answer 4.mp44.07MB
  656. 9. Planning under Uncertainty/Unit 9 16 MDP and Costs.mp425.85MB
  657. 9. Planning under Uncertainty/Unit 9 17 Value Iteration 1.mp414.13MB
  658. 9. Planning under Uncertainty/Unit 9 18 Value Iteration 2.mp41.53MB
  659. 9. Planning under Uncertainty/Unit 9 19 Value Iteration 3.mp440.95MB
  660. 9. Planning under Uncertainty/Unit 9 20 Deterministic Question 1.mp48.74MB
  661. 9. Planning under Uncertainty/Unit 9 21 Deterministic Answer 1.mp42.96MB
  662. 9. Planning under Uncertainty/Unit 9 22 Deterministic Question 2.mp41.35MB
  663. 9. Planning under Uncertainty/Unit 9 23 Deterministic Answer 2.mp43.29MB
  664. 9. Planning under Uncertainty/Unit 9 24 Deterministic Question 3.mp42.01MB
  665. 9. Planning under Uncertainty/Unit 9 25 Deterministic Answer 3.mp47.19MB
  666. 9. Planning under Uncertainty/Unit 9 26 Stochastic Question 1.mp44.01MB
  667. 9. Planning under Uncertainty/Unit 9 27 Stochastic Answer 1.mp48.99MB
  668. 9. Planning under Uncertainty/Unit 9 28 Stochastic Question 2.mp43.38MB
  669. 9. Planning under Uncertainty/Unit 9 29 Stochastic Answer 2.mp412.98MB
  670. 9. Planning under Uncertainty/Unit 9 30 Value Iterations and Policy 1.mp47.9MB
  671. 9. Planning under Uncertainty/Unit 9 31 Value Iterations and Policy 2.mp427.38MB
  672. 9. Planning under Uncertainty/Unit 9 32 MDP Conclusion.mp417.32MB
  673. 9. Planning under Uncertainty/Unit 9 33 Partial Observability Introduction.mp48.36MB
  674. 9. Planning under Uncertainty/Unit 9 34 POMDP vs MDP.mp46.37MB
  675. 9. Planning under Uncertainty/Unit 9 35 POMDP.mp461.83MB
  676. 9. Planning under Uncertainty/Unit 9 36 Planning Under Uncertainty Conclusion.mp46.84MB
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