Kurs Artificial Intelligence Foundation

Seminarinhalte

Introduction and Course Outline

• Course overview and structure
• Exam information
• Daily schedule

Human and Artificial Intelligence—Part 1

• General definition of AI
• Ethics
• Sustainability
• AI as part of Universal Design and The Fourth Industrial Revolution
• Challenges and risks

Exercise 1

• Opportunities for AI

Human and Artificial Intelligence—Part 2

• Learning from experience
• Applying the benefits of AI
• Opportunities

Ethics and Sustainability – Trustworthy AI—Part 1

• Roles and responsibilities of humans and machines

Ethics and Sustainability – Trustworthy AI—Part 2

• Trustworthy AI

Sustainability, Universal Design, Fourth Industrial Revolution and Machine Learning

• Learning from data, functionality, software and hardware

Exercise Two

• Ethics and sustainability

Artificial Intelligent Agents and Robotics

• AI intelligent agent description
• What a robot is
• What an intelligent robot is

Being Human, Conscious, Competent and Adaptable

• AI project teams
• Modelling humans

Exercise Three

• Human plus machine mindmap

What is a Robot?

• Definition of a robot
• Robot paradigm

Applying the Benefits of AI

• Benefits, challenges and risks

Applying the Benefits of AI

• Opportunities and funding

Building a Machine Learning Toolbox

• How do we learn from data?

Building a Machine Learning Toolbox

• Types of machine learning

Exercise Four

• Define a simple ML problem

Building a Machine Learning Toolbox – Two Case Studies

Building a Machine Learning Toolbox

• Introduction to probability and statistics

Building a Machine Learning Toolbox

• Introduction to linear algebra and vector calculus

Building a Machine Learning Toolbox

• Visualising data

A Simple Neural Network Schematic

• Introduction to neural networks

Exercise Five

• Maturity and funding of an AI system

Open Source ML and Robotic Systems

• Open source software for AI and robotics

Machine Learning and Consciousness

• Introduction to machine learning and consciousness

The Future of Artificial Intelligence

• The human + machine
• What will drive humans and machines to work together

Exercise Six

• Explore the future opportunities for AI and human systems

Learning from Experience

• Agile projects

Conclusion

Exam Practice and Preparation

Examination