一个以多机构项目为中心的人工智能概念教学框架

I. Russell, Z. Markov
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引用次数: 4

摘要

本文介绍了建立在现有成功工作基础上的课程项目的第二阶段。我们的工作包括开发、实施和测试一个可适应的框架,用于展示核心人工智能主题,强调人工智能与计算机科学之间的关系。在第一阶段,我们开发并试验了我们的概念验证。第二阶段涉及进一步开发和测试这一适应性框架,通过使用基于项目和面向应用的方法统一机器学习主题来呈现核心人工智能主题。目前正在开发和测试的项目共有26个,涵盖各种应用程序。每个项目都涉及在特定应用程序中开发机器学习系统。这些应用涵盖了广泛的领域,包括网络安全、推荐系统、游戏、计算化学、机器人、会话系统、密码学、网络文档分类、视觉、生物信息学、模式识别、数据挖掘等。我们将概述这项工作以及初步的课堂经验。
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A multi-institutional project-centric framework for teaching AI concepts
The paper presents the second phase of a curriculum project that builds on existing successful work. Our work involves the development, implementation, and testing of an adaptable framework for the presentation of core AI topics that emphasizes the relationship between AI and computer science. Under phase 1, we developed and pilot-tested our proof-of-concept. The second phase involves further development and testing of this adaptable framework for the presentation of core AI topics through a unifying theme of machine learning using a project-based and application-oriented approach. A total of twenty-six projects that span a variety of applications are being developed and tested. Each project involves the development of a machine learning system in a specific application. The applications span a large area including network security, recommender systems, game playing, computational chemistry, robotics, conversational systems, cryptography, web document classification, vision, bioinformatics, pattern recognition, data mining, and others. We present an overview of this work along with preliminary classroom experiences.
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