Knowledge-Based AI: Cognitive Systems

Name: Knowledge-Based AI: Cognitive Systems
Rating: NaN (0 reviews)
Author: Georgia Institute of Technology

课程

英语

来源

来自www.udacity.com

状况

自定进度
免费获取

更多信息

7 序列
等级介绍

Their employees are learning daily with

Learn more

课程详情

教学大纲

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

先决条件

没有。

讲师

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.

编辑

佐治亚理工学院（Georgia Institute of Technology），又称佐治亚理工学院或 GT，是一所位于美国佐治亚州亚特兰大市的男女同校公立研究型大学。它是佐治亚大学系统网络的一部分。佐治亚理工学院在萨凡纳（美国佐治亚州）、梅斯（法国）、阿斯隆（爱尔兰）、上海（中国）和新加坡设有办事处。

佐治亚理工学院的工程和计算机科学课程在世界上名列前茅5,6 ，声誉卓著。此外，佐治亚理工学院还开设了科学、建筑、人文和管理课程。

平台

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.