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Features
- This unique free application is useful for all students of Artificial Intelligence across the world. It covers 142 topics of Artificial Intelligence in detail. These 142 topics are divided in 5 units.
- Each topic is around 600 words and is complete with diagrams, equations and other forms of graphical representations along with simple text explaining the concept in detail.
- The USP of this application is "ultra-portability". Students can access the content on-the-go from any where they like.
- Basically, each topic is like a detailed flash card and will make the lives of students simpler and easier.
- Some of topics Covered in this application are:
- 1. Turing test
- 2. Introduction to Artificial Intelligence
- 3. History of AI
- 4. The AI Cycle
- 5. Knowledge Representation
- 6. Typical AI problems
- 7. Limits of AI
- 8. Introduction to Agents
- 9. Agent Performance
- 10. Intelligent Agents
- 11. Structure Of Intelligent Agents
- 12. Types of agent program
- 13. Goal based Agents
- 14. Utility-based agents
- 15. Agents and environments
- 16. Agent architectures
- 17. Search for Solutions
- 18. State Spaces
- 19. Graph Searching
- 20. A Generic Searching Algorithm
- 21. Uninformed Search Strategies
- 22. Breadth-First Search
- 23. Heuristic Search
- 24. AâË— Search
- 25. Search Tree
- 26. Depth first Search
- 27. Properties of Depth First Search
- 28. Bi-directional search
- 29. Search Graphs
- 30. Informed Search Strategies
- 31. Methods of Informed Search
- 32. Greedy Search
- 33. Proof of Admissibility of A*
- 34. Properties of Heuristics
- 35. Iterative-Deepening A*
- 36. Other Memory limited heuristic search
- 37. N-Queens eample
- 38. Adversarial Search
- 39. Genetic Algorithms
- 40. Games
- 41. Optimal decisions in Games
- 42. minimax algorithm
- 43. Alpha Beta Pruning
- 44. Backtracking
- 45. Consistency Driven Techniques
- 46. Path Consistency (K-Consistency)
- 47. Look Ahead
- 48. Propositional Logic
- 49. Syntax of Propositional Calculus
- 50. Knowledge Representation and Reasoning
- 51. Propositional Logic Inference
- 52. Propositional Definite Clauses
- 53. Knowledge-Level Debugging
- 54. Rules of Inference
- 55. Soundness and Completeness
- 56. First Order Logic
- 57. Unification
- 58. Semantics
- 59. Herbrand Universe
- 60. Soundness, Completeness, Consistency, Satisfiability
- 61. Resolution
- 62. Herbrand Revisited
- 63. Proof as Search
- 64. Some Proof Strategies
- 65. Non-Monotonic Reasoning
- 66. Truth Maintenance Systems
- 67. Rule Based Systems
- 68. Pure Prolog
- 69. Forward chaining
- 70. backward Chaining
- 71. Choice between forward and backward chaining
- 72. AND/OR Trees
- 73. Hidden Markov Model
- 74. Bayesian networks
- 75. Learning Issues
- 76. Supervised Learning
- 77. Decision Trees
- 78. Knowledge Representation Formalisms
- 79. Semantic Networks
- 80. Inference in a Semantic Net
- 81. Extending Semantic Nets
- 82. Frames
- 83. Slots as Objects
- 84. Interpreting frames
- 85. Introduction to Planning
- 86. Problem Solving vs. Planning
- 87. Logic Based Planning
- 88. Planning Systems
- 89. Planning as Search
- 90. Situation-Space Planning Algorithms
- 91. Partial-Order Planning
- 92. Plan-Space Planning Algorithms
- 93. Interleaving vs. Non-Interleaving of Sub-Plan Steps
- 94. Simple Sock/Shoe Example
- 95. Probabilistic Reasoning
- 96. Review of Probability Theory
- 97. Semantics of Bayesian Networks
- 98. Introduction to Learning
- 99. Taxonomy of Learning Systems
- 100. Mathematical formulation of the inductive learning problem
- 101. Concept Learning
- 102. Concept Learning as Search
- 103. Algorithm to Find a Maximally-Specific Hypothesis
- 104. Candidate Elimination Algorithm
- 105. The Candidate-Elimination Algorithm
- 106. Decision Tree Construction
- 107. Splitting Functions
- 108. Decision Tree Pruning
- 109. Neural Networks
- 110. Artificial Neural Networks
- 111. Perceptron
- 112. Perceptron Learning
- 113. Multi-Layer Perceptrons
- 114. Back-Propagation Algorithm
- 115. Statistical learning
*If this is not the "Artificial Intelligence" product you were looking for, you can check the other results by clicking this link. Details were last updated on Oct 28, 2024 15:51 +08.