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Artificial Intelligence : Search Methods for Problem Solving

Prof. Deepak Khemani · IIT Madras

Start with lecture 1 At NPTEL

Lectures

Artificial Intelligence

  1. 1. Artificial Intelligence: Introduction Video
  2. 2. Introduction to AI Video
  3. 3. AI Introduction: Philosophy Video
  4. 4. AI Introduction Video
  5. 5. Introduction: Philosophy Video
  6. 6. State Space Search - Introduction Video
  7. 7. Search - DFS and BFS Video
  8. 8. Search DFID Video
  9. 9. Heuristic Search Video
  10. 10. Hill climbing Video
  11. 11. Solution Space Search,Beam Search Video
  12. 12. TSP Greedy Methods Video
  13. 13. Tabu Search Video
  14. 14. Optimization - I (Simulated Annealing) Video
  15. 15. Optimization II (Genetic Algorithms) Video
  16. 16. Population based methods for Optimization Video
  17. 17. Population Based Methods II Video
  18. 18. Branch and Bound, Dijkstra's Algorithm Video
  19. 19. A* Algorithm Video
  20. 20. Admissibility of A* Video
  21. 21. A* Monotone Property, Iterative Deeping A* Video
  22. 22. Recursive Best First Search, Sequence Allignment Video
  23. 23. Pruning the Open and Closed lists Video
  24. 24. Problem Decomposition with Goal Trees Video
  25. 25. AO* Algorithm Video
  26. 26. Game Playing Video
  27. 27. Game Playing- Minimax Search Video
  28. 28. Game Playing - AlphaBeta Video
  29. 29. Game Playing-SSS * Video
  30. 30. Rule Based Systems Video
  31. 31. Inference Engines Video
  32. 32. Rete Algorithm Video
  33. 33. Planning Video
  34. 34. Planning FSSP, BSSP Video
  35. 35. Goal Stack Planning. Sussman's Anomaly Video
  36. 36. Non-linear planning Video
  37. 37. Plan Space Planning Video
  38. 38. GraphPlan Video
  39. 39. Constraint Satisfaction Problems Video
  40. 40. CSP continued Video
  41. 41. Knowledge-based systems Video
  42. 42. Knowledge-based Systems, PL Video
  43. 43. Propositional Logic Video
  44. 44. Resolution Refutation for PL Video
  45. 45. First-order Logic (FOL) Video
  46. 46. Reasoning in FOL Video
  47. 47. Backward chaining Video
  48. 48. Resolution for FOL Video

Live Session

  1. Live Session 30-08-2019 Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Madras
Department
Computer Science and Engineering
Teacher
Prof. Deepak Khemani
Level
Undergraduate
Language
English
Subjects
Computer science, Engineering
Source
NPTEL
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
Attribution
NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge.
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