The [course_title] course teaches the knowledge-based methods of problem-solving, planning, decision-making, and learning.
The entire course is designed to meet three goals:
Firstly, you will be introduced to the concepts, methods and prominent issues of Artificial Intelligence.
Then secondly, you will learn about the skills and techniques for applying the concepts for designing knowledge-based AI agents.
Finally, the relationship between knowledge-based artificial intelligence and the study of human cognition will be discussed in the course.
Assessment
This course does not involve any written exams. Students need to answer 5 assignment questions to complete the course, the answers will be in the form of written work in pdf or word. Students can write the answers in their own time. Each answer needs to be 200 words (1 Page). Once the answers are submitted, the tutor will check and assess the work.
Certification
Edukite courses are free to study. To successfully complete a course you must submit all the assignment of the course as part of the assessment. Upon successful completion of a course, you can choose to make your achievement formal by obtaining your Certificate at a cost of £49.
Having an Official Edukite Certification is a great way to celebrate and share your success. You can:
- Add the certificate to your CV or resume and brighten up your career
- Show it to prove your success
Course Credit: Georgia Institute of Technology and Georgia Tech Online Master of Science in Computer Science.
Course Curriculum
| Lesson 1 | |||
| Introductions | 00:01:00 | ||
| Preview | 00:01:00 | ||
| Conundrums in AI | 00:02:00 | ||
| 4.Characteristics of AI Problems | 00:01:00 | ||
| 5. Characteristics of AI Agents | 00:01:00 | ||
| 6. Quiz: Exercise: What are AI Problems? | 00:01:00 | ||
| 7. Quiz: AI in Practice: Watson | 00:01:00 | ||
| 8. What is Knowledge-Based AI? | 00:03:00 | ||
| 9. Foundations: The Four Schools of AI | 00:03:00 | ||
| 10. Quiz : What is KBAI? | 00:01:00 | ||
| 11. Quiz: The Four Schools of AI Quiz | 00:01:00 | ||
| 12. What are Cognitive Systems? | 00:01:00 | ||
| 13, Cognitive System Architecture | 00:05:00 | ||
| 14. Topics in KBAI | 00:05:00 | ||
| 15. Wrap Up | 00:01:00 | ||
| 16 .The Cognitive Connection | 00:01:00 | ||
| 17. Quiz: Final Quiz | 00:01:00 | ||
| Lesson 2 | |||
| 1. Preview | 00:01:00 | ||
| 2. Class Goals | 00:01:00 | ||
| 3. Class Outcomes | 00:01:00 | ||
| 4. Class Strategies | 00:01:00 | ||
| 5. Introduction to Computational Psychometrics | 00:01:00 | ||
| 6. Raven’s Progressive Matrices | 00:02:00 | ||
| 7. 2×1 Matrices | 00:02:00 | ||
| 8. Quiz: 2×1 Matrices II | 00:01:00 | ||
| 9. Quiz: 2×1 Matrices III | 00:02:00 | ||
| 10. Quiz: 2×1 Matrices IV | 00:01:00 | ||
| 11. 2×2 Raven’s Progressive Matrix I | 00:01:00 | ||
| 12. 2×2 Raven’s Progressive Matrix II | 00:02:00 | ||
| 13. 2×2 Raven’s Progressive Matrix III | 00:01:00 | ||
| 14. 3×3 Raven’s Progressive Matrix I | 00:01:00 | ||
| 15. Quiz: 3×3 Raven’s Progressive Matrix II | 00:01:00 | ||
| 16. Quiz: What is intelligence? | 00:01:00 | ||
| 17. Principles of CS7637 | 00:02:00 | ||
| 18. Readings | 00:01:00 | ||
| 19. Wrap Up | 00:02:00 | ||
| 20. The Cognitive Connection | 00:01:00 | ||
| 21. Final Quiz | 00:01:00 | ||
| Lesson 3 | |||
| 1. Preview | 00:01:00 | ||
| 2. Representations | 00:01:00 | ||
| 3. Introduction to Semantic Networks | 00:02:00 | ||
| 4. Quiz: Constructing Semantic Nets | 00:01:00 | ||
| 5. Quiz: Constructing Semantic Nets II | 00:02:00 | ||
| 6. Structure of Semantic Networks | 00:01:00 | ||
| 7. Characteristics of Good Representations | 00:02:00 | ||
| 8. Discussion: Good Representations Quiz | 00:02:00 | ||
| 9. Guards and Prisoners | 00:02:00 | ||
| 10. Semantic Networks for Guards & Prisoners | 00:02:00 | ||
| 11. Solving the Guards and Prisoners Problem | 00:02:00 | ||
| 12. Quiz: Guards and Prisoners I | 00:02:00 | ||
| 13. Quiz: Guards and Prisoners II | 00:02:00 | ||
| 14. Quiz: Guards and Prisoners III | 00:02:00 | ||
| 15. Represent & Reason for Analogy Problems | 00:01:00 | ||
| 16. Represent & Reason for Raven’s Quiz | 00:01:00 | ||
| 17. Quiz: How do we choose a match? | 00:01:00 | ||
| 18. Choosing Matches by Weights | 00:02:00 | ||
| 19. Quiz: Discussion: Choosing a Match by Weight | 00:01:00 | ||
| 20. Connections | 00:02:00 | ||
| 21. Assignment: Semantic Nets | 00:00:00 | ||
| 22. Wrap Up | 00:01:00 | ||
| 23. The Cognitive Connection | 00:02:00 | ||
| 24. Quiz: Final Quiz | 00:02:00 | ||
| Lesson 4 | |||
| 1. Preview | 00:02:00 | ||
| 2. Guards and Prisoners | 00:02:00 | ||
| 3. Generate and Test I Quiz | 00:01:00 | ||
| 4. Generate and Test II | 00:02:00 | ||
| 5. Dumb Generators, Dumb Testers | 00:02:00 | ||
| 6. Smart Testers | 00:02:00 | ||
| 7. Smart Generators | 00:01:00 | ||
| 8. Discussion: Smart Generators and Testers | 00:01:00 | ||
| 9. Generate and Test for Raven’s Progressive Matrices | 00:04:00 | ||
| 10. Semantic Networks for Generate and Test | 00:02:00 | ||
| 11. Generate And Test for Raven’s Progressive Matrices II | 00:01:00 | ||
| 12. Assignment: Generate & Test | 00:01:00 | ||
| 13. Wrap Up | 00:02:00 | ||
| 15.Quiz: Final Quiz | 00:02:00 | ||
| Lesson 5 | |||
| 1. Preview | 00:01:00 | ||
| 2. Quiz: The Block Problem | 00:02:00 | ||
| 3. State Spaces | 00:02:00 | ||
| 4. Differences in State Spaces | 00:03:00 | ||
| 5. Process of Means End Analysis | 00:03:00 | ||
| 6. Quiz: Block Problem | 00:01:00 | ||
| 7. Quiz: Block Problem II | 00:02:00 | ||
| 8. Quiz: Block Problem III | 00:01:00 | ||
| 9. Quiz: Block Problem IV | 00:02:00 | ||
| 10. Quiz: Block Problem V | 00:02:00 | ||
| 11. Assignment: Means-Ends Analysis | 00:02:00 | ||
| 12. Problem Reduction | 00:01:00 | ||
| 13. Problem Reduction in the Block Problem | 00:02:00 | ||
| 14 Quiz: Problem Reduction I | 00:01:00 | ||
| 15. Quiz: Problem Reduction II | 00:01:00 | ||
| 16. Quiz: Problem Reduction III | 00:01:00 | ||
| 17. Quiz: Problem Reduction III | 00:01:00 | ||
| 18. Means-Ends Analysis for Raven’s | 00:01:00 | ||
| 19. Assignment | 00:01:00 | ||
| 18. Wrap Up | 00:01:00 | ||
| 19. The Cognitive Connection | 00:01:00 | ||
| 20. Quiz: Final Quiz | 00:01:00 | ||
| Lesson 6 | |||
| 1. Preview | 00:01:00 | ||
| 2. Quiz: A Pitcher | 00:01:00 | ||
| 3. Function of a Cognitive Architecture | 00:02:00 | ||
| 4. Levels of Cognitive Architectures | 00:01:00 | ||
| 5. Quiz: Levels of Architectures | 00:01:00 | ||
| 6. Assumptions of Cognitive Architectures | 00:02:00 | ||
| 7. Architecture + Content | 00:01:00 | ||
| 8. A Cognitive Architecture for Production Systems | 00:01:00 | ||
| 9. Return to the Pitcher | 00:02:00 | ||
| 10. Action Selection | 00:01:00 | ||
| 11. Putting Content in the Architecture | 00:01:00 | ||
| 12. Bringing in Memory | 00:02:00 | ||
| 13. Production System in Action I Quiz | 00:01:00 | ||
| 14. Production System in Action II Quiz | 00:01:00 | ||
| 15. System in Action III Quiz | 00:01:00 | ||
| 16. Chunking | 00:01:00 | ||
| 17. Quiz: Chunking | 00:01:00 | ||
| 18. Fundamentals of Learning | 00:01:00 | ||
| 19. Assignment: Production Systems | 00:01:00 | ||
| 20. Wrap Up | 00:01:00 | ||
| 21. The Cognitive Connection | 00:02:00 | ||
| 22.Quiz: Final Quiz | 00:01:00 | ||
| Lesson 7 | |||
| 1. Preview | 00:01:00 | ||
| 2. Quiz: Ashok Ate a Frog | 00:02:00 | ||
| 3. How do we make sense of a sentence? | 00:02:00 | ||
| 4. Quiz: Making sense of a sentence | 00:01:00 | ||
| 5. Complex Frame Systems | 00:02:00 | ||
| 6. Properties of Frames | 00:02:00 | ||
| 7.Quiz: Interpeting a Frame System | 00:01:00 | ||
| 8. Frames and Semantic Nets | 00:02:00 | ||
| 9. Quiz: Frames and Semantic Networks | 00:01:00 | ||
| 10.Frames and Production Systems | 00:01:00 | ||
| 11. Quiz: Frames & Complex Understanding | 00:01:00 | ||
| 12. Assignment: Frames | 00:02:00 | ||
| 13. Wrap Up | 00:01:00 | ||
| 14. The Cognitive Connection | 00:02:00 | ||
| 15.Quiz: Final Quiz | 00:01:00 | ||
| Lesson 8 | |||
| 1. Preview | 00:01:00 | ||
| 2.Quiz: Block World I | 00:01:00 | ||
| 3. Learning by Recording Cases | 00:01:00 | ||
| 4. Case Retrieval by Nearest Neighbor | 00:02:00 | ||
| 5. Quiz: Retrieval by Nearest Neighbor | 00:02:00 | ||
| 6. Exercise: Recording Cases in Real Life | 00:01:00 | ||
| 7. Nearest Neighbor for Complex Problems | 00:02:00 | ||
| 8. Nearest Neighbor in k-Dimensional Space | 00:02:00 | ||
| 9. Assignment: Learning by Recording Cases | 00:02:00 | ||
| 10. Wrap Up | 00:01:00 | ||
| 11. The Cognitive Connection | 00:01:00 | ||
| 12. Quiz: Final Quiz | 00:01:00 | ||
| Lesson 9 | |||
| 1. Preview | 00:01:00 | ||
| 2. Quiz: Return to Block World | 00:01:00 | ||
| 3. Recording Cases to Case-Based Reasoning | 00:02:00 | ||
| 4. Assumptions of Case-Based Reasoning | 00:01:00 | ||
| 5. Case Adaptation | 00:00:00 | ||
| 6. Case Adaptation by Model of the World | 00:02:00 | ||
| 7. Case Adaptation by Recursive Reasoning | 00:02:00 | ||
| 8. Case Adaptation by Rules | 00:02:00 | ||
| 9. Case Evaluation | 00:02:00 | ||
| 10. Case Storage | 00:01:00 | ||
| 11. Case Storage by Index | 00:02:00 | ||
| 12. Case Storage by Index I | 00:02:00 | ||
| 13. Quiz: Case Storage by Index II Quiz | 00:02:00 | ||
| 14. Case Storage by Discrimination Tree | 00:02:00 | ||
| 15. Quiz: Storage by Discrimin. Tree I | 00:01:00 | ||
| 16. Quiz: Storage by Discrimin. Tree II Quiz | 00:01:00 | ||
| 17. Case Retrieval Revisited | 00:02:00 | ||
| 18. Quiz: Retrieval by Index | 00:02:00 | ||
| 19. Quiz: Retrieval by Discrimin. Tree | 00:02:00 | ||
| 20. Advanced Case-Based Reasoning | 00:01:00 | ||
| 21. Assignment: Case-Based Reasoning | 00:02:00 | ||
| 22. Wrap Up | 00:02:00 | ||
| 23. The Cognitive Connection | 00:01:00 | ||
| 24. Quiz: Final Quiz | 00:01:00 | ||
| Lesson 10 | |||
| 1.Preview | 00:01:00 | ||
| 2. Quiz: Identifying a Foo I | 00:01:00 | ||
| 3. Quiz: Identifying a Foo II | 00:01:00 | ||
| 4. Quiz: Identifying a Foo III | 00:02:00 | ||
| 5. Incremental Concept Learning | 00:02:00 | ||
| 6. Variabilization | 00:01:00 | ||
| 7. Generalization to Ignore Features | 00:02:00 | ||
| 8. Specialization to Require Features | 00:02:00 | ||
| 9. Specialization to Exclude Features | 00:02:00 | ||
| 10. Generalization to Abstract Features | 00:02:00 | ||
| 11. Generalization with Background Knowledge | 00:01:00 | ||
| 12. An Alternative Visualization | 00:02:00 | ||
| 13. Heuristics for Concept Learning | 00:02:00 | ||
| 14. Quiz: Re-Identifying a Foo I Quiz | 00:02:00 | ||
| 15. Quiz: Re-Identifying Foo II Quiz | 00:01:00 | ||
| 16. Quiz: Re-Identifying Foo III | 00:02:00 | ||
| 17. Quiz: Re-Identifying Foo IV | 00:01:00 | ||
| 18. Quiz: Re-Identifying Foo V | 00:02:00 | ||
| 19. Quiz: Re-Identifying Foo VI | 00:02:00 | ||
| 20. Final Concept of a Foo | 00:02:00 | ||
| 21. Assignment: Incremental Concept Learning | 00:02:00 | ||
| 22. Wrap Up | 00:01:00 | ||
| 23. The Cognitive Connection | 00:01:00 | ||
| 24. Quiz: Final Quiz | 00:01:00 | ||
| Lesson 11 | |||
| 1. Preview | 00:01:00 | ||
| 2. Quiz: Concept Learning Revisited | 00:02:00 | ||
| 3. Classifying Birds | 00:01:00 | ||
| 4. The Challenge of Classification | 00:01:00 | ||
| 5. Equivalence Classes | 00:02:00 | ||
| 6. Quiz: Equivalence Classes | 00:02:00 | ||
| 7. Concept Hierarchies | 00:01:00 | ||
| 8. Quiz: Concept Hierarchies Quiz | 00:02:00 | ||
| 9. Types of Concepts | 00:01:00 | ||
| 10. Axiomatic Concepts | 00:02:00 | ||
| 11. Prototype Concepts | 00:02:00 | ||
| 12. Exemplar Concepts | 00:02:00 | ||
| 13. Order of Concepts | 00:02:00 | ||
| 14. Quiz: Order of Concepts | 00:02:00 | ||
| 15. Bottom-Up Search | 00:02:00 | ||
| 16. Assignment: Classification | 00:02:00 | ||
| 17. Wrap Up | 00:02:00 | ||
| 18. The Cognitive Connection | 00:02:00 | ||
| 19. Quiz: Final Quiz | 00:01:00 | ||
| Lesson 12 | |||
| 1. Preview L12 | 00:02:00 | ||
| 2.Why do we need formal logic? | 00:02:00 | ||
| 3. Inferences About Birds L12 | 00:02:00 | ||
| 4. Quiz: Inferences About Foos L12 | 00:01:00 | ||
| 5. Predicates L12 | 00:01:00 | ||
| 6. Conjunctions and Disjunctions L12 | 00:01:00 | ||
| 7. Implies | 00:02:00 | ||
| 8. Notation Equivalency | 00:01:00 | ||
| 9. Quiz: Practicing Formal Logic | 00:01:00 | ||
| 10. Truth Tables | 00:01:00 | ||
| 11. Truth Tables I | 00:02:00 | ||
| 12. Quiz: Truth Tables II | 00:02:00 | ||
| 13. Quiz: Commutative Property L12 | 00:01:00 | ||
| 14. Quiz: Distributive Property | 00:01:00 | ||
| 15. Quiz: Associative Property | 00:01:00 | ||
| 16. Quiz: de Morgans Law | 00:01:00 | ||
| 17. Truth of Implications | 00:01:00 | ||
| 18. Implication Elimination | 00:01:00 | ||
| 19. Rules of Inference | 00:01:00 | ||
| 20. Prove Harry is a bird | 00:02:00 | ||
| 21. Universal Quantifiers | 00:02:00 | ||
| 22. A Simple Proof | 00:01:00 | ||
| 23. A More Complex Proof | 00:05:00 | ||
| 24. Proof I | 00:01:00 | ||
| 25.Quiz: Proof II | 00:02:00 | ||
| 26. Quiz: Proof III | 00:02:00 | ||
| 27.Quiz: Proof IV | 00:01:00 | ||
| 28.Quiz: Proof V | 00:02:00 | ||
| 29. Quiz: Proof VI | 00:01:00 | ||
| 30. Assignment: Logic | 00:01:00 | ||
| 31. Wrap Up | 00:01:00 | ||
| 32. The Cognitive Connection | 00:01:00 | ||
| 33. Quiz: Final Quiz | 00:01:00 | ||
| Lesson 13 | |||
| 1. Preview | 00:01:00 | ||
| 2. Block Problem Revisited | 00:01:00 | ||
| 3. Painting a Ceiling | 00:01:00 | ||
| 4. Quiz: Goals | 00:01:00 | ||
| 5. States | 00:01:00 | ||
| 6. Quiz: States | 00:01:00 | ||
| 7. Operators | 00:01:00 | ||
| 8. Quiz: Operators | 00:01:00 | ||
| 9. Planning and State Spaces | 00:04:00 | ||
| 10. Planning | 00:02:00 | ||
| 11. Partial Order Planning | 00:01:00 | ||
| 12. Partial Planning | 00:01:00 | ||
| 13. Quiz: Partial Planning | 00:01:00 | ||
| 14. Detecting Conflicts | 00:01:00 | ||
| 15. Open Preconditions | 00:03:00 | ||
| 16. Quiz: Partial Order Planning I | 00:01:00 | ||
| 17. Quiz: Partial Order Planning II | 00:01:00 | ||
| 18. Partial Order Planning III | 00:01:00 | ||
| 19. Quiz: Partial Order Planning IV | 00:01:00 | ||
| 20. Partial Order Planning V | 00:01:00 | ||
| 21. Hierarchical Task Network Planning | 00:01:00 | ||
| 22. Hierarchical Decomposition | 00:01:00 | ||
| 23. Hierarchical Planning | 00:01:00 | ||
| 24. Assignment: Planning | 00:01:00 | ||
| 25. Wrap Up | 00:01:00 | ||
| 26. The Cognitive Connection | 00:01:00 | ||
| 27. Quiz: Final Quiz | 00:01:00 | ||
| Lesson 14 | |||
| 1. Preview | 00:01:00 | ||
| 2. The Earthquake Report | 00:01:00 | ||
| 3. Thematic Role Systems | 00:01:00 | ||
| 4. Thematic Role Systems | 00:01:00 | ||
| 5. Quiz: Thematic Role Systems | 00:01:00 | ||
| 6. Constraints | 00:01:00 | ||
| 7.Resolving Ambiguity in Prepositions | 00:03:00 | ||
| 8. Ambiguity in Verbs | 00:01:00 | ||
| 9. Resolving Ambiguity in Verbs | 00:01:00 | ||
| 10. Resolving Ambiguity in Verbs | 00:01:00 | ||
| 11. The Earthquake Sentences | 00:01:00 | ||
| 12. Assignment: Understanding | 00:01:00 | ||
| 13. Wrap Up | 00:01:00 | ||
| 14. The Cognitive Connection | 00:01:00 | ||
| 15. Quiz: Final Quiz | 00:01:00 | ||
| Lesson 15 | |||
| 1. Preview | 00:01:00 | ||
| 2, Example Ashok ate a Frog | 00:01:00 | ||
| 3. Primitive Actions | 00:05:00 | ||
| 4. Primitive Actions | 00:01:00 | ||
| 5. Thematic Roles and Primitive Actions | 00:01:00 | ||
| 6. Quiz: Roles & Primitive Actions | 00:01:00 | ||
| 7. Implied Actions | 00:01:00 | ||
| 8. Quiz: Implied Actions L15 | 00:01:00 | ||
| 9. Actions and Subactions | 00:01:00 | ||
| 10. State Changes | 00:01:00 | ||
| 11. Implied Actions and State Changes | 00:01:00 | ||
| 12. Actions and Resultant Actions | 00:01:00 | ||
| 13. Quiz: State Changes | 00:01:00 | ||
| 14. Assignment: Common Sense Reasoning | 00:01:00 | ||
| 15. Wrap Up | 00:01:00 | ||
| 16. The Cognitive Connection | 00:01:00 | ||
| 17. Quiz: Final Quiz | 00:01:00 | ||
| Lesson 16 | |||
| 1. Preview | 00:01:00 | ||
| 2. Quiz: A Simple Conversation | 00:01:00 | ||
| 3. Story Understanding for AI Agents | 00:01:00 | ||
| 4. Visiting a Coffeehouse | 00:01:00 | ||
| 5. Definition of Scripts | 00:01:00 | ||
| 6. Parts of a Script | 00:01:00 | ||
| 7. Constructing a Script | 00:01:00 | ||
| 8. Form vs. Content | 00:01:00 | ||
| 9. Using a Script to Generate Expectations | 00:01:00 | ||
| 10. Tracks | 00:01:00 | ||
| 11. Quiz: Learning a Script | 00:01:00 | ||
| 12. Quiz: Using a Script | 00:01:00 | ||
| 13. Assignment: Scripts | 00:01:00 | ||
| 14. Wrap Up | 00:01:00 | ||
| 15. The Cognitive Connection | 00:01:00 | ||
| 16. Quiz: Final Quiz | 00:01:00 | ||
| Lesson 17 | |||
| 1. Preview | 00:01:00 | ||
| 2. Quiz: Transporting Soup | 00:01:00 | ||
| 3. Retrieving a Cup | 00:01:00 | ||
| 4. Concept Space | 00:01:00 | ||
| 5. Prior Knowledge | 00:01:00 | ||
| 6. Abstraction | 00:01:00 | ||
| 7. Transfer | 00:01:00 | ||
| 8. Quiz: Explanation-Based Learning | 00:01:00 | ||
| 9. Quiz: Explanation-Based Learning II | 00:01:00 | ||
| 10. Explanation-Based Learning in the World | 00:01:00 | ||
| 11. Assignment: Explanation-Based Learning | 00:01:00 | ||
| 12. Wrap Up | 00:01:00 | ||
| 13. The Cognitive Connection | 00:01:00 | ||
| 14. Quiz: Final Quiz | 00:01:00 | ||
| Lesson 18 | |||
| 1. Preview | 00:01:00 | ||
| 2. Quiz: Similarity Ratings | 00:01:00 | ||
| 3. Case Revisited | 00:01:00 | ||
| 4. Need for Cross-Domain Analogy | 00:01:00 | ||
| 5. Spectrum of Similarity | 00:01:00 | ||
| 6. Process of Analogical Reasoning | 00:01:00 | ||
| 7. Analogical Retrieval | 00:01:00 | ||
| 8. Three Types of Similarity | 00:02:00 | ||
| 9. Quiz: Analogical Retrieval I | 00:01:00 | ||
| 10. Quiz: Analogical Retrieval II | 00:01:00 | ||
| 11. Analogical Mapping | 00:02:00 | ||
| 12. Quiz: Analogical Mapping | 00:01:00 | ||
| 13. Analogical Transfer | 00:01:00 | ||
| 14. Analogical Transfer | 00:01:00 | ||
| 15. Evaluation and Storage in Analogical Reasoning | 00:02:00 | ||
| 16. Design by Analogy | 00:02:00 | ||
| 17. Design by Analogy Retrieval | 00:01:00 | ||
| 18. Design by Analogy: Mapping & Transfer | 00:01:00 | ||
| 19. Design by Analogy: Evaluation & Storage | 00:02:00 | ||
| 20. Advanced & Open Issues in Analogy | 00:02:00 | ||
| 21. Assignment: Analogical Reasoning | 00:02:00 | ||
| 22. Wrap Up | 00:01:00 | ||
| 23. The Cognitive Connection | 00:02:00 | ||
| 24. Quiz: Final Quiz | 00:01:00 | ||
| Lesson 19 | |||
| 1.Preview | 00:01:00 | ||
| 2. Incremental Concept Learning Revisited | 00:01:00 | ||
| 3. Abstract Version Spaces | 00:01:00 | ||
| 4. Visualizing Version Spaces | 00:01:00 | ||
| 5. Example Food Allergies I | 00:01:00 | ||
| 6. Example Food Allergies II | 00:01:00 | ||
| 7. Example Food Allergies III | 00:01:00 | ||
| 8. Example Food Allergies IV | 00:01:00 | ||
| 9. Example Food Allergies V | 00:01:00 | ||
| 10. Version Spaces Algorithm | 00:01:00 | ||
| 11. Quiz: Exercise: Version Spaces I | 00:01:00 | ||
| 12. Quiz: Exercise: Version Spaces II | 00:01:00 | ||
| 13. Quiz: Exercise: Version Spaces III | 00:01:00 | ||
| 14. Quiz: Exercise: Version Spaces IV | 00:01:00 | ||
| 15. Quiz: Exercise: Version Spaces V | 00:01:00 | ||
| 16. Quiz: Version Spaces VI | 00:01:00 | ||
| 17. Identification Trees | 00:02:00 | ||
| 18. Optimal Identification Trees | 00:01:00 | ||
| 19. Assignment: Version Spaces | 00:01:00 | ||
| 20. Wrap Up | 00:01:00 | ||
| 21. The Cognitive Connection | 00:01:00 | ||
| 22. Quiz: Final Quiz | 00:01:00 | ||
| Lesson 20 | |||
| 1. Preview | 00:01:00 | ||
| 2. Quiz: Exercise: Recognizing 3D Figures | 00:01:00 | ||
| 3. Quiz: Gibberish Sentences | 00:01:00 | ||
| 4. Constraint Propagation Defined | 00:01:00 | ||
| 5. From Pixels to 3D | 00:01:00 | ||
| 6. Line Labeling | 00:01:00 | ||
| 7. Constraints Intersections and Edges | 00:01:00 | ||
| 8. Assembling the Cube I | 00:01:00 | ||
| 9. Assembling the Cube II | 00:01:00 | ||
| 10. More Complex Images | 00:01:00 | ||
| 11. Constraint Propagation for Natural Language Processing | 00:01:00 | ||
| 12. Assignment: Constraint Propagation | 00:01:00 | ||
| 13. Wrap Up | 00:01:00 | ||
| 14. The Cognitive Connection | 00:01:00 | ||
| 15. Final Quiz | 00:02:00 | ||
| Lesson 21 | |||
| 1. Preview | 00:01:00 | ||
| 2. Define Design | 00:01:00 | ||
| 3. Designing a Basement | 00:01:00 | ||
| 4. Defining Configuration | 00:01:00 | ||
| 5.The Configuration Process | 00:01:00 | ||
| 6. Example: Representing a Chair | 00:01:00 | ||
| 7. Example: Ranges of Values | 00:01:00 | ||
| 8. Example: Applying a Constraint | 00:01:00 | ||
| 9. Exercise: Applying a Constraint | 00:01:00 | ||
| 10. Connection to Classification | 00:01:00 | ||
| 11. Contrast with Case-Based Reasoning | 00:01:00 | ||
| 12. Connection to Planning | 00:01:00 | ||
| 13. Assignment: Configuration | 00:01:00 | ||
| 14. Wrap Up | 00:01:00 | ||
| 15. The Cognitive Connection | 00:01:00 | ||
| 16.Quiz: Final Quiz | 00:01:00 | ||
| Lesson 22 | |||
| 1. Preview | 00:01:00 | ||
| 2. Diagnosing Illness | 00:00:00 | ||
| 3. Defining Diagnosis | 00:01:00 | ||
| 4. Data Space and Hypothesis Space | 00:01:00 | ||
| 5. Problems with Diagnosis as Classification | 00:02:00 | ||
| 6. Deduction, Induction, Abduction | 00:01:00 | ||
| 7. Criteria for Choosing a Hypothesis | 00:01:00 | ||
| 8. Quiz: Diagnosis as Abduction | 00:01:00 | ||
| 9. Completing the Process | 00:01:00 | ||
| 10. Assignment: Diagnosis | 00:01:00 | ||
| 11. Wrap Up | 00:01:00 | ||
| 12. The Cognitive Connection | 00:01:00 | ||
| 13. Quiz: Final Quiz | 00:01:00 | ||
| Lesson 23 | |||
| 1. Preview | 00:02:00 | ||
| 2. Quiz: Exercise: Identifying a Cup | 00:01:00 | ||
| 3. Questions for Correcting Mistakes | 00:01:00 | ||
| 4. Visualizing Error Detection | 00:01:00 | ||
| 5. Error Detection Algorithm | 00:01:00 | ||
| 6. Explanation-Free Repair | 00:01:00 | ||
| 7. Explaining the Mistake | 00:00:00 | ||
| 8. Quiz: Discussion: Correcting the Mistake | 00:01:00 | ||
| 9. Correcting the Mistake | 00:01:00 | ||
| 10. Connection to Incremental Concept Learning | 00:01:00 | ||
| 11. Assignment: Correcting Mistakes | 00:01:00 | ||
| 12. Wrap Up | 00:01:00 | ||
| 13. The Cognitive Connection | 00:01:00 | ||
| 14. Quiz: Final Quiz | 00:01:00 | ||
| Lesson 24 | |||
| 1. Preview | 00:01:00 | ||
| 2. Mistakes in Reasoning and Learning | 00:01:00 | ||
| 3. Beyond Mistakes: Knowledge Gaps | 00:01:00 | ||
| 4. The Blurred Line Between Cognition and Metacognition L24 | 00:01:00 | ||
| 5. Strategy Selection | 00:01:00 | ||
| 6. Strategy Integration | 00:01:00 | ||
| 7. Process of Meta-Reasoning | 00:01:00 | ||
| 8. Discussion: Meta-Meta-Reasoning | 00:02:00 | ||
| 9. Goal-Based Autonomy | 00:01:00 | ||
| 10. Connections | 00:01:00 | ||
| 11. Meta-Reasoning in CS7637 | 00:01:00 | ||
| 12. Assignment: Meta-Reasoning | 00:01:00 | ||
| 13. Wrap Up | 00:01:00 | ||
| 14. The Cognitive Connection | 00:01:00 | ||
| 15. Quiz: Final Quiz | 00:01:00 | ||
| Lesson 25 | |||
| 1. Preview | 00:01:00 | ||
| 2. Visuospatial Reasoning Introduction | 00:02:00 | ||
| 3. Two Views of Reasoning | 00:02:00 | ||
| 4. Symbol Grounding Problem | 00:02:00 | ||
| 5. Visuospatial Reasoning | 00:01:00 | ||
| 6. Visuospatial Reasoning: Another Example | 00:01:00 | ||
| 7. Raven’s Progressive Matrices | 00:02:00 | ||
| 8. Systems Thinking: Introduction | 00:02:00 | ||
| 9. Systems Thinking: Connections | 00:01:00 | ||
| 10. Structure-Behavior-Function | 00:01:00 | ||
| 11. Design: Introduction | 00:01:00 | ||
| 12. Agents Doing Design | 00:01:00 | ||
| 13. Creativity: Introduction | 00:01:00 | ||
| 14. Exercise: Defining Creativity I | 00:02:00 | ||
| 15. Defining Creativity II | 00:01:00 | ||
| 16. Defining Creativity III | 00:01:00 | ||
| 17. Defining Creativity IV | 00:01:00 | ||
| 18. AI Ethics | 00:01:00 | ||
| 19. Open Issues | 00:02:00 | ||
| 20. Quiz: Final Quiz | 00:01:00 | ||
| Lesson 26 | |||
| 1. Preview | 00:01:00 | ||
| 2. Cognitive Systems Revisited | 00:01:00 | ||
| 3. Course Structure Revisited | 00:08:00 | ||
| 4. The First Principle | 00:01:00 | ||
| 5. The Second Principle | 00:01:00 | ||
| 6. The Third Principle | 00:02:00 | ||
| 7. The Fourth Principle | 00:02:00 | ||
| 8. The Fifth Principle | 00:02:00 | ||
| 9. The Sixth Principle | 00:01:00 | ||
| 10. The Seventh Principle | 00:02:00 | ||
| 11. Current Research | 00:01:00 | ||
| 12. Our Reflections | 00:02:00 | ||
| Assessment | |||
| Submit Your Assignment | 00:00:00 | ||
| Certification | 00:00:00 | ||
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