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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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