Free

Knowledge-Based AI: Cognitive Systems

Course

The twin goals of knowledge-based artificial intelligence (AI) are to build AI agents capable of human-level intelligence and gain insights into human cognition.

Last Updated March 7, 2022

Prerequisites:

No experience required

Course Lessons

Lesson 1

01 - Intro to Knowledge-Based AI

Lesson 2

02 - Introduction to CS7637

Lesson 3

03 - Semantic Networks

Lesson 4

04 - Generate & Test

Lesson 5

05 - Means-Ends Analysis

Lesson 6

06 - Production Systems

Lesson 7

07 - Frames

Lesson 8

08 - Learning by Recording Cases

Lesson 9

09 - Case-Based Reasoning

Lesson 10

10 - Incremental Concept Learning

Lesson 11

11 - Classification

Lesson 12

12 - Logic

Lesson 13

13 - Planning

Lesson 14

14 - Understanding

Lesson 15

15 - Commonsense Reasoning

Lesson 16

16 - Scripts

Lesson 17

17 - Explanation-Based Learning

Lesson 18

18 - Analogical Reasoning

Lesson 19

19 - Version Spaces

Lesson 20

20 - Constraint Propagation

Lesson 21

21 - Configuration

Lesson 22

22 - Diagnosis

Lesson 23

23 - Learning by Correcting Mistakes

Lesson 24

24 - Meta-Reasoning

Lesson 25

25 - Advanced Topics

Lesson 26

26 - Wrap-Up

Taught By The Best

Ashok Goel

Instructor

David Joyner

Instructor

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