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micro-module

Elements of AI

Elements of AI

What is AI? Learn more about the basics and core concepts of artificial intelligence.
Open for application

Description

The module aims to give an introduction and overview of artificial intelligence. The focus is on basic and important components of AI: problem solving, neural network, AI techniques such as search and machine learning as well as consequences of AI on society.

Study format
Online
Application period
1 August 2024 – 12 January 2025
Study period
19 August 2024 – 19 January 2025
Credits
2 ECTS
Pace
0%
Hosting university
Linkoping University
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Learning outcomes

Formulate a research problem

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

ESCO SKILLS

Bayesian reasoning

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

ESCO SKILLS

Basic programming

Understand the technical methods that underpin neural networks.

ESCO SKILLS

Basic knowledge about AI

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

ESCO SKILLS

Machine learning techniques

Explain why machine learning techniques are used.

ESCO SKILLS

Classification methods

Explain the principles of some supervised classification methods.

ESCO SKILLS

Ability to evaluate

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

ESCO SKILLS

Societal implications

Identify some of the major societal implications of AI.

ESCO SKILLS

Bayes rule

Apply the Bayes rule to infer risks in simple scenarios.

ESCO SKILLS

Machine learning scenarios

Distinguish between unsupervised and supervised machine learning scenarios.

ESCO SKILLS

Neutral networks

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

ESCO SKILLS

Critical thinking

Express some basic philosophical problems related to AI.

ESCO SKILLS

Potential progress

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Information

Elements of AI is an online module that you can do at any time and in any pace at https://www.elementsofai.com/. The module is a self study module of the online material and is examined through self correcting and peer reviewed exercises. When you have completed Elements of AI you can register to this module 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 module. For more information see the following website: ETE318 Elements of AI - Course Information.

Hosting university

Linkoping University

Linkoping University