Introduction to Artificial Intelligence and Machine Learning techniques

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Type of course:

Digital learning, Lesson

Language:

EN

Duration:

20 minutes

Workload:

2 hours

Proficiency:

Advanced

Target:

Manager, Professionals, Students, Workers

For manufacturers, artificial intelligence (AI) can be a game changer. Greater efficiencies, lower costs, improved quality and reduced downtime are just some of the potential benefits. This technology is not only for large manufacturers. High-value, cost-effective AI solutions are more accessible than many smaller manufacturers realize.

Learning outcomes

Classify AI applications in categories
Evaluate the link between AI and PdM
Identify Machine Learning's top applications and working principles

Course Content

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Introduction to Artificial Intelligence and Machine Learning techniques 20 Unities

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Introduction to Artificial Intelligence and Machine Learning techniques

Welcome / Overview Page

What is Artificial Intelligence?

AI in everyday life

Key AI aspects towards a better understanding

Machine Learning and Artificial Intelligence

Machine Learning types

Machine Learning algorithms

Artificial Neural Networks - imitating nature

Convolutional Neural Networks

Data acquisition and training preparation

Prediction and improvement of ML algorithm

ML applications in manufacturing

AI limitations and disadvantages

Summary and Credits

Topics

Advanced Manufacturing, Digital Transformation, CNC Machining, Mechanics, Internet of Things (IoT), Artificial Intelligence (AI), Big Data, Data Analytics

Provided by

Laboratory for Manufacturing Systems and Automation of Patras
BIBA

Content created in 2022

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