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micro-module

Elements of AI

Elements of AI

INFORMATION TECHNOLOGY AND COMMUNICATION SCIENCES
Finished

Description

The course aims to give an introduction and overview of artificial intelligence. The focus is on understanding the concept and some important techniques such as search and machine learning as well as consequences of AI on society.

Study format
Online
Application period
15 August 2023 – 1 January 2024
Study period
21 August 2023 – 14 January 2024
Credits
2 ECTS
Pace
0%
Hosting university
Linköping University

Learning outcomes

Basic knowledge I

Distinguish between realistic and unrealistic AI (science fiction vs. real life).

ESCO SKILLS

Critical thinking I

Express some basic philosophical problems related to AI.

ESCO SKILLS

Application of theory I

Formulate a simple real-world problem as a search problem.

ESCO SKILLS

Application of theory II

Apply the Bayes rule to infer risks in simple scenarios.

ESCO SKILLS

Application of theory III

Explain the base-rate fallacy and how to avoid it by applying Bayesian reasoning.

ESCO SKILLS

Knowledge I

Explain why machine learning techniques are used.

ESCO SKILLS

Basic knowledge II

Distinguish between unsupervised and supervised machine learning scenarios.

ESCO SKILLS

Knowledge II

Explain the principles of some supervised classification methods.

ESCO SKILLS

Knowledge III

Explain what a neural network is and where they are being successfully used.

ESCO SKILLS

Knowledge IV

Understand the technical methods that underpin neural networks.

ESCO SKILLS

Critical thinking II

Understand the difficulty in predicting the future and be able to better evaluate the claims made about AI.

ESCO SKILLS

Critical thinking III

Identify some of the major societal implications of AI.

ESCO SKILLS

Potential progress

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Critical and innovative thinking

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Media and information literacy

Level
Pioneer
Expert
Explorer
3
1
1
Understanding and analysing numerical and statistical information
Digital competence
Analysing and evaluating media content
Locating and accessing information
Competence

Entrepreneurship, technology and innovation

Level
Pioneer
Expert
Explorer
3
Project management
Social innovation
Working with technology
Entrepreneurial skills
Competence

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Information

Elements of AI is an online course that you can do at any time and in any pace at https://www.elementsofai.com/. The course is a self study course of the online material and is examined through self correcting and peer reviewed exercises. When you have completed Elements of AI (either the Swedish or the English version of the course) you can register to this course to get your results validated. To verify that you have really taken the online course, you have to upload your certificate from Elements of AI and do a validation test with questions similar to the ones in the online course. For more information see https://www.ida.liu.se/~ETE318/info/courseinfo.en.shtml.

Hosting university

Linköping University

Linköping University