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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.

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

Photo of Ashok Goel

Ashok Goel

Instructor

Photo of David Joyner

David Joyner

Instructor

The Udacity Difference

Combine technology training for employees with industry experts, mentors, and projects, for critical thinking that pushes innovation. Our proven upskilling system goes after success—relentlessly.

Demonstrate proficiency with practical projects

Projects are based on real-world scenarios and challenges, allowing you to apply the skills you learn to practical situations, while giving you real hands-on experience.

  • Gain proven experience

  • Retain knowledge longer

  • Apply new skills immediately

Top-tier services to ensure learner success

Reviewers provide timely and constructive feedback on your project submissions, highlighting areas of improvement and offering practical tips to enhance your work.

  • Get help from subject matter experts

  • Learn industry best practices

  • Gain valuable insights and improve your skills

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