Advanced Topics in Artificial Intelligence

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Advanced Topics in Artificial Intelligence

This course is part of Modern AI Fluency Specialization

Instructor: Robert J. Brunner

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4 modules

Gain insight into a topic and learn the fundamentals.

25 reviews

Beginner level

Recommended experience

Flexible schedule

2 weeks at 10 hours a week

Learn at your own pace

4 modules

Gain insight into a topic and learn the fundamentals.

25 reviews

Beginner level

Recommended experience

Flexible schedule

2 weeks at 10 hours a week

Learn at your own pace

Skills you'll gain

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Shareable certificate

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Assessments

25 assignments¹

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Taught in English

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This course is part of the Modern AI Fluency Specialization

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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 videosTotal 107 minutes

Advanced Topics in Artificial Intelligence3 minutes
Meet Your Instructor5 minutes
The Impact of the Gies Community2 minutes
CPUs vs. GPUs vs. Specialized Chips 7 minutes
Edge vs. On-Premises vs. Cloud7 minutes
Energy Issues With AI Hardware6 minutes
Open Source AI Software and Frameworks7 minutes
Proprietary AI Platforms 7 minutes
Testing and Evaluation for AI Systems4 minutes
Data Collection and Management for AI 6 minutes
Data Quality and Processing for AI6 minutes
Privacy and Security Concerns with AI7 minutes
AI and Cloud Computing 7 minutes
As-A-Service Platforms for AI7 minutes
Data Management, Cost, and Scalability for AI7 minutes
Evolution of AI Infrastructure6 minutes
AI Feedback7 minutes
Quantum Computing8 minutes

6 readingsTotal 60 minutes

Syllabus10 minutes
About the Discussion Forums10 minutes
Online Education at Gies College of Business10 minutes
Updating Your Profile10 minutes
Module 1 Overview10 minutes
Module 1 Readings10 minutes

7 assignmentsTotal 185 minutes

Module Quiz: AI Infrastructure: Data and Compute Needs30 minutes
Orientation Quiz5 minutes
Lesson Quiz: AI Hardware30 minutes
Lesson Quiz: AI Software and Frameworks30 minutes
Lesson Quiz: Big Data for AI30 minutes
Lesson Quiz: Cloud Computing and AI30 minutes
Lesson Quiz: Future of AI Infrastructure30 minutes

1 discussion promptTotal 10 minutes

Getting to Know Your Classmates10 minutes

1 pluginTotal 15 minutes

Welcome! Please Tell Us About Yourself15 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 videosTotal 93 minutes

Self-Driving Vehicles6 minutes
Regulatory and Safety Considerations 6 minutes
Transportation and Logistics6 minutes
AI in Pilot Assistance 7 minutes
AI in Air Traﬃc Control 6 minutes
AI in Drones6 minutes
AI in Autonomous Ships and Submersibles 7 minutes
AI in Smart Railways and Signaling6 minutes
AI in Safety and Logistical Challenges 7 minutes
Human Trust and Acceptance with AI6 minutes
Ethics of Machine Decisions 6 minutes
Worker Protections5 minutes
AI-Driven Advancements6 minutes
New Approaches and Models 7 minutes
Networked Autonomy6 minutes

2 readingsTotal 20 minutes

Module 2 Overview10 minutes
Module 2 Readings10 minutes

6 assignmentsTotal 180 minutes

Module Quiz: AI and Autonomy30 minutes
Lesson Quiz: Autonomous Vehicles30 minutes
Lesson Quiz: AI in Aviation and Space30 minutes
Lesson Quiz: AI in Maritime and Rail30 minutes
Lesson Quiz: Ethical and Social Implications30 minutes
Lesson Quiz: Future of Autonomy30 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 videosTotal 100 minutes

AI and Robotics in Manufacturing7 minutes
AI and Robotics in Health Care7 minutes
AI and Robotics in Agriculture 7 minutes
AI and Robots in the Domestic and Personal Space7 minutes
AI and Robots in Retail and Hospitality7 minutes
AI and Robots in Oﬃce and Factory6 minutes
AI and Robotics in Disaster Response 7 minutes
AI and Robotics in Marine Environments7 minutes
AI and Robotics in Space6 minutes
Human-Robot Interactions 7 minutes
Human-Robot Competition 7 minutes
Government Use and Misuse of AI and Robotics7 minutes
AI-Driven Enhancements of Robotics6 minutes
Sensory and Cognitive Capabilities in Robotics 7 minutes
Network Intelligence in Robotics7 minutes

2 readingsTotal 20 minutes

Module 3 Overview10 minutes
Module 3 Readings10 minutes

6 assignmentsTotal 180 minutes

Module Quiz: AI and Robotics30 minutes
Lesson Quiz: Robotics in Industry30 minutes
Lesson Quiz: Service Robotics30 minutes
Lesson Quiz: Hazardous Environments30 minutes
Lesson Quiz: Ethical and Social Implications30 minutes
Lesson Quiz: Future of Robotic Technology30 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 videosTotal 106 minutes

AI-Powered Personalized Banking Services 7 minutes
AI-Driven Risk Assessment and Management7 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 Service7 minutes
AI-Driven Automated Recruitment and Onboarding 7 minutes
AI-Driven Employee Performance Analysis and Coaching7 minutes
AI-Driven Training and Development Programs 7 minutes
AI-Driven Predictive Logistics 7 minutes
AI-Driven Warehouse Automation7 minutes
AI-Driven Supply Chain Optimization 7 minutes
AI-Driven Demand Forecasting 7 minutes
AI-Driven Predictive Maintenance7 minutes
AI-Driven On-Demand Employee Training7 minutes
Course Conclusion2 minutes
Learn on Your Terms1 minute

4 readingsTotal 40 minutes

Module 4 Overview10 minutes
Module 4 Readings10 minutes
Congratulations on Completing the Course!10 minutes
Get Your Course Certificate10 minutes

6 assignmentsTotal 180 minutes

Module Quiz: Business Applications of AI30 minutes
Lesson Quiz: AI in Finance30 minutes
Lesson Quiz: AI in Marketing and Sales30 minutes
Lesson Quiz: AI in Human Resources30 minutes
Lesson Quiz: AI in Supply Chain Management30 minutes
Lesson Quiz: AI in Manufacturing30 minutes

1 peer reviewTotal 60 minutes

Peer-Review Assignment: Business Application of AI60 minutes

1 pluginTotal 15 minutes

How Was the Course?15 minutes

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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

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(6 ratings)

Robert J. Brunner

University of Illinois Urbana-Champaign

9 Courses43,860 learners

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University of Illinois Urbana-Champaign

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

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