Advanced Topics in Artificial Intelligence

Advanced Topics in Artificial Intelligence

Instructor: Robert J. Brunner

4,263 already enrolled

Included with

Learn more

4 modules

Gain insight into a topic and learn the fundamentals.

17 reviews

Beginner level

Recommended experience

Flexible schedule

2 weeks at 10 hours a week

Learn at your own pace

Build toward a degree

Learn more

4 modules

Gain insight into a topic and learn the fundamentals.

17 reviews

Beginner level

Recommended experience

Flexible schedule

2 weeks at 10 hours a week

Learn at your own pace

Build toward a degree

Learn more

Skills you'll gain

Tools you'll learn

Infrastructure As A Service (IaaS)

Details to know

Shareable certificate

Add to your LinkedIn profile

Assessments

25 assignments¹

AI Graded see disclaimer

Taught in English

See how employees at top companies are mastering in-demand skills

Learn more about Coursera for Business

logos of Petrobras, TATA, Danone, Capgemini, P&G and L'Oreal

There are 4 modules in this course

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.

What's included

18 videos6 readings7 assignments1 discussion prompt1 plugin

18 videos Total 107 minutes

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

6 readings Total 60 minutes

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

7 assignments Total 185 minutes

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

1 discussion prompt Total 10 minutes

Getting to Know Your Classmates 10 minutes

1 plugin Total 15 minutes

Welcome! Please Tell Us About Yourself 15 minutes

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

What's included

15 videos2 readings6 assignments

15 videos Total 93 minutes

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

2 readings Total 20 minutes

Module 2 Overview 10 minutes
Module 2 Readings 10 minutes

6 assignments Total 180 minutes

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

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

What's included

15 videos2 readings6 assignments

15 videos Total 100 minutes

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

2 readings Total 20 minutes

Module 3 Overview 10 minutes
Module 3 Readings 10 minutes

6 assignments Total 180 minutes

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

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.

What's included

17 videos4 readings6 assignments1 peer review1 plugin

17 videos Total 106 minutes

AI-Powered Personalized Banking Services 7 minutes
AI-Driven Risk Assessment and Management 7 minutes
AI-Driven Algorithmic Trading and Asset Allocation 7 minutes
AI-Driven Customer Segmentation 7 minutes
AI-Driven Predictive Analytics for Sales 7 minutes
AI-Driven Customer Service 7 minutes
AI-Driven Automated Recruitment and Onboarding 7 minutes
AI-Driven Employee Performance Analysis and Coaching 7 minutes
AI-Driven Training and Development Programs 7 minutes
AI-Driven Predictive Logistics 7 minutes
AI-Driven Warehouse Automation 7 minutes
AI-Driven Supply Chain Optimization 7 minutes
AI-Driven Demand Forecasting 7 minutes
AI-Driven Predictive Maintenance 7 minutes
AI-Driven On-Demand Employee Training 7 minutes
Course Conclusion 2 minutes
Learn on Your Terms 1 minute

4 readings Total 40 minutes

Module 4 Overview 10 minutes
Module 4 Readings 10 minutes
Congratulations on Completing the Course! 10 minutes
Get Your Course Certificate 10 minutes

6 assignments Total 180 minutes

Lesson Quiz: AI in Finance 30 minutes
Lesson Quiz: AI in Marketing and Sales 30 minutes
Lesson Quiz: AI in Human Resources 30 minutes
Lesson Quiz: AI in Supply Chain Management 30 minutes
Lesson Quiz: AI in Manufacturing 30 minutes
Module Quiz: Business Applications of AI 30 minutes

1 peer review Total 60 minutes

Peer-Review Assignment: Business Application of AI 60 minutes

1 plugin Total 15 minutes

How Was the Course? 15 minutes

Build toward a degree

This course is part of the following degree program(s) offered by University of Illinois Urbana-Champaign. If you are admitted and enroll, your completed coursework may count toward your degree learning and your progress can transfer with you.¹

Instructor

Instructor ratings

(5 ratings)

Robert J. Brunner

University of Illinois Urbana-Champaign

8 Courses 34,352 learners

Offered by

University of Illinois Urbana-Champaign

Explore more from Business Essentials

University of Illinois Urbana-Champaign
Introduction to Artificial Intelligence
Course
O.P. Jindal Global University
Artificial Intelligence
Course
Johns Hopkins University
Securing AI and Advanced Topics
Course
Illinois Tech
Artificial Intelligence
Course

Why people choose Coursera for their career

Felipe M.

Learner since 2018

"To be able to take courses at my own pace and rhythm has been an amazing experience. I can learn whenever it fits my schedule and mood."

Jennifer J.

Learner since 2020

"I directly applied the concepts and skills I learned from my courses to an exciting new project at work."

Larry W.

Learner since 2021

"When I need courses on topics that my university doesn't offer, Coursera is one of the best places to go."

Chaitanya A.

"Learning isn't just about being better at your job: it's so much more than that. Coursera allows me to learn without limits."

Learner reviews

5 stars
70.58%
4 stars
11.76%
3 stars
0%
2 stars
5.88%
1 star
11.76%

Showing 3 of 17

Reviewed on Apr 19, 2025

Survey of AI from infrastructure to autonomy to robots to business applications.

View more reviews

Open new doors with Coursera Plus

Unlimited access to 10,000+ world-class courses, hands-on projects, and job-ready certificate programs - all included in your subscription

Learn more

Advance your career with an online degree

Earn a degree from world-class universities - 100% online

Explore degrees

Join over 3,400 global companies that choose Coursera for Business

Upskill your employees to excel in the digital economy

Learn more

Frequently asked questions

To access the course materials, assignments and to earn a Certificate, you will need to purchase the Certificate experience when you enroll in a course. You can try a Free Trial instead, or apply for Financial Aid. The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.

When you purchase a Certificate you get access to all course materials, including graded assignments. Upon completing the course, your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile.

Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.