Foundations in Human-Centered AI

Foundations in Human-Centered AI

位教师：Steven Geofrey

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4个模块

深入了解一个主题并学习基础知识。

1 周完成

在 10 小时一周

灵活的计划

自行安排学习进度

4个模块

深入了解一个主题并学习基础知识。

1 周完成

在 10 小时一周

灵活的计划

自行安排学习进度

您将获得的技能

您将学习的工具

Generative AI

要了解的详细信息

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作业

4 项作业

授课语言：英语（English）

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该课程共有4个模块

In this course, we will explore the foundations of Human-Centered AI, a subdomain of artificial intelligence research that asks the core question underlying our study: How do we design AI technology in ways to augment and enhance human capability, rather than replace it outright? We will begin by examining the history of research and technology around artificial intelligence, situating our current understanding of AI in a broader historical lens that will supply some of the motivations around why it matters to design AI with a human-centric orientation. From there, we will consider some of the key concepts, tenets, and challenges of Human-Centered AI.

Welcome! This module will build the foundations of our understanding of AI history, language, and current applications. We will also define many key terms that will recur throughout the lessons to help ground our discussions of AI concepts and tools.

涵盖的内容

1个视频10篇阅读材料1个作业1个讨论话题

1个视频总计4分钟

Conceptualizing AI 4分钟

10篇阅读材料总计152分钟

Course Overview 1分钟
Syllabus - Foundations in Human-Centered AI 10分钟
Academic Integrity 1分钟
Module Resources 60分钟
Defining AI 15分钟
Expressions of AI 15分钟
Conceptualizing AI 5分钟
Traditional and Generative AI 20分钟
AI by Capability 15分钟
AI by Function 10分钟

1个作业总计20分钟

Module 1 Quiz 20分钟

1个讨论话题总计10分钟

Meet Your Fellow Learners 10分钟

We will continue our investigations into Human-Centered AI by surveying the history of research and development in AI. We will also discuss why human-centered approaches matter now.

涵盖的内容

1个视频6篇阅读材料1个作业1次同伴评审1个应用程序项目

1个视频总计4分钟

Introduction to HCAI 4分钟

6篇阅读材料总计110分钟

Module Resources 60分钟
Introduction: The History of AI Development 5分钟
Wrap-up: The History of AI Development 5分钟
What Happens when Humans and Computers Interact? 20分钟
Why Human-Centered Approaches Matter Now 10分钟
Learning vs. Understanding 10分钟

1个作业总计20分钟

Module 2 Quiz 20分钟

1次同伴评审总计90分钟

Deeper Dive on AI Tools 90分钟

1个应用程序项目总计30分钟

Interactive Book: The History of AI Development 30分钟

Welcome! In this module we will begin to investigate what human-centered AI is and where it came from. We will examine the path from symbolic systems, to machine learning, to deep learning, in order to understand what has shaped AI development over time.

涵盖的内容

1个视频12篇阅读材料1个作业

1个视频总计4分钟

Defining "Human-Centered" 4分钟

12篇阅读材料总计185分钟

Module Resources 45分钟
Introducing Human-Centered AI 15分钟
Tracing a Path from Human to AI 20分钟
Human → AI: Symbolic Systems 10分钟
Human → AI: Machine Learning 10分钟
Human → AI: Deep Learning 15分钟
Human → AI: Conclusion 10分钟
Distinguishing Human-Centered and Responsible AI 10分钟
Defining "Human-Centered" 5分钟
Defining “Human-Centered”: Academic Research 15分钟
Defining "Human-Centered": Industry and Engineering 15分钟
Finding Human-Centered AI at the Cross-Section 15分钟

1个作业总计20分钟

Module 3 Quiz 20分钟

Welcome to Module 4! In this module we will explore ways to design AI with humans-in-the-loop. We will begin by considering how to shape AI technology to reflect human values, which will lead us into a lesson on value-sensitive design, a vital framework for embedding human values in design practice.

涵盖的内容

1个视频10篇阅读材料1个作业1个讨论话题

1个视频总计4分钟

Defining Human Values 4分钟

10篇阅读材料总计122分钟

Module Resources 30分钟
Inserting Humans "In-the-loop" 15分钟
Bridging Humans and AI Through Design 15分钟
The Symbolic Era 10分钟
Introduction to Value-Sensitive Design 1分钟
What is Value-Sensitive Design? 10分钟
A Tripartite Methodology 10分钟
Expressions of Design Practice in HCAI Part 1 20分钟
Expressions of Design Practice in HCAI Part 2 10分钟
Congratulations 1分钟

1个作业总计15分钟

Module 4 Quiz 15分钟

1个讨论话题总计60分钟

AI-Tools Share-Out 60分钟

位教师

Steven Geofrey

Northeastern University

1 门课程 690 名学生

提供方

Northeastern University

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