Knowledge-Based AI: Cognitive Systems

Knowledge-Based AI: Cognitive Systems

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  • From www.udacity.com
Conditions
  • Self-paced
  • Free Access
More info
  • 7 Sequences
  • Introductive Level

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Course details

Syllabus

Unit 1: Introduction to KBAI and Cognitive Systems.

- Where Knowledge-Based AI fits into AI as a whole- Cognitive systems: what are they?- AI and cognition: how are they connected?

Unit 2: Fundamentals

- Semantic Networks- Generate & Test- Means-Ends Analysis- Problem Reduction- Production Systems

Unit 3: Common Sense Reasoning

- Frames- Understanding- Common Sense Reasoning- Scripts

Unit 4: Planning

- Logic- Planning

Unit 5: Learning

- Learning by Recording Cases- Incremental Concept Learning- Classification- Version Spaces & Discrimination Trees

Unit 6: Analogical Reasoning

- Case-Based Reasoning- Explanation-Based Learning- Analogical Reasoning

Unit 7: Visuospatial Reasoning

- Constraint Propagation- Visuospatial Reasoning

Unit 8: Design & Creativity

- Configuration- Diagnosis- Design- Creativity

Unit 9: Metacognition

- Learning by Correcting Mistakes- Meta-Reasoning- AI Ethics

Prerequisite

None.

Instructors

  • Ashok Goel - Ashok Goel is a professor of Computer Science and Cognitive Science at Georgia Tech in the School of Interactive Computing. His lab, the Design & Intelligence Lab, is at the forefront of conducting research into computational design, discovery, and creativity. The goals of his research are to understand human creativity in conceptual design of complex systems as well as scientific problem solving, to develop interactive tools for aiding people in such creative tasks, and to invent computational systems that are themselves creative.

Editor

Le Georgia Institute of Technology, connu aussi sous le nom de Georgia Tech ou GT, est une université de recherche mixte publique, et située à Atlanta (Géorgie), aux États-Unis. Elle fait partie du réseau plus large du Système universitaire de Géorgie (en anglais, University System of Georgia). Georgia Tech possède des antennes à Savannah (Géorgie, États-Unis), Metz (France), Athlone (Irlande), Shanghai (Chine), et Singapour.

Georgia Tech a acquis sa réputation grâce à ses programmes d'ingénierie et d'informatique, ceux-ci figurant parmi les meilleurs du monde5,6. L'offre de formation est complétée par des programmes dans les domaines des sciences, de l'architecture, des sciences humaines et du management.

Platform

Udacity est une entreprise fondé par Sebastian Thrun, David Stavens, et Mike Sokolsky offrant cours en ligne ouvert et massif.

Selon Thrun, l'origine du nom Udacity vient de la volonté de l'entreprise d'être "audacieux pour vous, l'étudiant ". Bien que Udacity se concentrait à l'origine sur une offre de cours universitaires, la plateforme se concentre désormais plus sur de formations destinés aux professionnels.

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