Advanced Topics in Artificial Intelligence

Advanced Topics in Artificial Intelligence

位教师：Robert J. Brunner

访问权限由 New York State Department of Labor 提供

4,118 人已注册

4个模块

深入了解一个主题并学习基础知识。

16 条评论

初级等级

推荐体验

2 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。

16 条评论

初级等级

推荐体验

2 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

要了解的详细信息

可分享的证书

添加到您的领英档案

作业

25 项作业

授课语言：英语（English）

了解顶级公司的员工如何掌握热门技能

了解关于 Coursera for Business 的更多信息

Petrobras, TATA, Danone, Capgemini, P&G 和 L'Oreal 的徽标

该课程共有4个模块

Artificial Intelligence is transforming industries, revolutionizing business operations, and redefining decision-making. To stay ahead in an AI-driven world, professionals must understand its advanced applications. This course takes you beyond the basics, exploring the cutting-edge infrastructure, autonomous systems, robotics, and business strategies that define the future of AI.

Delve into the powerful computing technologies behind AI, from CPUs and GPUs to cloud computing and quantum breakthroughs. Understand how AI-driven automation is reshaping industries, from self-driving vehicles and aviation to robotics in manufacturing, healthcare, and beyond. Explore AI’s impact on finance, marketing, supply chain management, and human resources, while tackling ethical considerations, regulatory challenges, and the evolving role of AI in society. Whether you’re a business leader, entrepreneur, or AI enthusiast, this course provides the insights and expertise needed to harness AI’s full potential. Join us and take the next step in mastering AI’s most advanced capabilities.

This module explores the essential components that enable artificial intelligence systems to function effectively. It examines the role of hardware, including CPUs, GPUs, and specialized chips like TPUs and ASICs, in providing the computational power for AI. The trade-offs between edge computing, on-premises solutions, and cloud platforms are highlighted, focusing on scalability, cost, and energy efficiency. The module also covers the importance of software frameworks, comparing open-source tools like TensorFlow and PyTorch with proprietary platforms for their flexibility and ease of use.

涵盖的内容

18个视频6篇阅读材料7个作业1个讨论话题1个插件

18个视频总计107分钟

Advanced Topics in Artificial Intelligence 3分钟
Meet Your Instructor 5分钟
The Impact of the Gies Community 2分钟
CPUs vs. GPUs vs. Specialized Chips 7分钟
Edge vs. On-Premises vs. Cloud 7分钟
Energy Issues With AI Hardware 6分钟
Open Source AI Software and Frameworks 7分钟
Proprietary AI Platforms 7分钟
Testing and Evaluation for AI Systems 4分钟
Data Collection and Management for AI 6分钟
Data Quality and Processing for AI 6分钟
Privacy and Security Concerns with AI 7分钟
AI and Cloud Computing 7分钟
As-A-Service Platforms for AI 7分钟
Data Management, Cost, and Scalability for AI 7分钟
Evolution of AI Infrastructure 6分钟
AI Feedback 7分钟
Quantum Computing 8分钟

6篇阅读材料总计60分钟

Syllabus 10分钟
About the Discussion Forums 10分钟
Online Education at Gies College of Business 10分钟
Updating Your Profile 10分钟
Module 1 Overview 10分钟
Module 1 Readings 10分钟

7个作业总计185分钟

Orientation Quiz 5分钟
Lesson Quiz: AI Hardware 30分钟
Lesson Quiz: AI Software and Frameworks 30分钟
Lesson Quiz: Big Data for AI 30分钟
Lesson Quiz: Cloud Computing and AI 30分钟
Lesson Quiz: Future of AI Infrastructure 30分钟
Module Quiz: AI Infrastructure: Data and Compute Needs 30分钟

1个讨论话题总计10分钟

Getting to Know Your Classmates 10分钟

1个插件总计15分钟

Welcome! Please Tell Us About Yourself 15分钟

This module explores the transformative potential of AI-driven autonomous systems across various industries, including transportation, aviation, maritime, and rail.

涵盖的内容

15个视频2篇阅读材料6个作业

15个视频总计93分钟

Self-Driving Vehicles 6分钟
Regulatory and Safety Considerations 6分钟
Transportation and Logistics 6分钟
AI in Pilot Assistance 7分钟
AI in Air Traﬃc Control 6分钟
AI in Drones 6分钟
AI in Autonomous Ships and Submersibles 7分钟
AI in Smart Railways and Signaling 6分钟
AI in Safety and Logistical Challenges 7分钟
Human Trust and Acceptance with AI 6分钟
Ethics of Machine Decisions 6分钟
Worker Protections 5分钟
AI-Driven Advancements 6分钟
New Approaches and Models 7分钟
Networked Autonomy 6分钟

2篇阅读材料总计20分钟

Module 2 Overview 10分钟
Module 2 Readings 10分钟

6个作业总计180分钟

Lesson Quiz: Autonomous Vehicles 30分钟
Lesson Quiz: AI in Aviation and Space 30分钟
Lesson Quiz: AI in Maritime and Rail 30分钟
Lesson Quiz: Ethical and Social Implications 30分钟
Lesson Quiz: Future of Autonomy 30分钟
Module Quiz: AI and Autonomy 30分钟

This module explores the intersection of artificial intelligence and robotics, highlighting how AI enhances the capabilities of robots across various industries and environments.

涵盖的内容

15个视频2篇阅读材料6个作业

15个视频总计100分钟

AI and Robotics in Manufacturing 7分钟
AI and Robotics in Health Care 7分钟
AI and Robotics in Agriculture 7分钟
AI and Robots in the Domestic and Personal Space 7分钟
AI and Robots in Retail and Hospitality 7分钟
AI and Robots in Oﬃce and Factory 6分钟
AI and Robotics in Disaster Response 7分钟
AI and Robotics in Marine Environments 7分钟
AI and Robotics in Space 6分钟
Human-Robot Interactions 7分钟
Human-Robot Competition 7分钟
Government Use and Misuse of AI and Robotics 7分钟
AI-Driven Enhancements of Robotics 6分钟
Sensory and Cognitive Capabilities in Robotics 7分钟
Network Intelligence in Robotics 7分钟

2篇阅读材料总计20分钟

Module 3 Overview 10分钟
Module 3 Readings 10分钟

6个作业总计180分钟

Lesson Quiz: Robotics in Industry 30分钟
Lesson Quiz: Service Robotics 30分钟
Lesson Quiz: Hazardous Environments 30分钟
Lesson Quiz: Ethical and Social Implications 30分钟
Lesson Quiz: Future of Robotic Technology 30分钟
Module Quiz: AI and Robotics 30分钟

This module explores how artificial intelligence is transforming key areas of business operations, including finance, marketing, supply chain management, human resources, and manufacturing. The module highlights AI's role in streamlining processes, enhancing decision-making, and improving efficiency across diverse industries. Learners are introduced to tools and technologies such as predictive analytics, machine learning algorithms, and automation systems that enable businesses to forecast demand, optimize logistics, and personalize customer experiences.