Knowledge-Based AI: Cognitive Systems

Name: Knowledge-Based AI: Cognitive Systems
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Author: Georgia Institute of Technology

Curso

Inglês

Fonte

De www.udacity.com

CONDIÇÕES

Individualizado
Acesso livre

Mais informações

7 sequências
Introductive Level

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Detalhes do curso

Programa de Estudos

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

Pré-requisito

Nenhum.

Instrutores

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

O Georgia Institute of Technology, também conhecido por Georgia Tech ou GT, é uma universidade pública de investigação mista situada em Atlanta, Geórgia, EUA. Faz parte da rede alargada do Sistema Universitário da Geórgia. O Georgia Tech tem escritórios em Savannah (Geórgia, EUA), Metz (França), Athlone (Irlanda), Xangai (China) e Singapura.

A reputação da Georgia Tech assenta nos seus programas de engenharia e ciências informáticas, que se encontram entre os melhores do mundo5,6. A oferta de cursos é complementada por programas nas áreas das ciências, arquitetura, humanidades e gestão.

Plataforma

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.