Article | REF: AG455 V1

Numerical simulation and machine learning - Contribution of artificial intelligence to numerical modelling

Author: Jean-François SIGRIST

Publication date: January 10, 2024

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2. Continuous development of machine learning

Artificial intelligence (AI) techniques are undergoing continuous development, and the spectacular media coverage of (real) advances made in this field by the scientific community (from research to industry) is helping to bring these techniques to the attention of the general public. AI is a set of techniques, systems or machines capable of performing more or less complex tasks autonomously. In this context, we take a closer look at one family of AI techniques, machine learning (ML) algorithms, to discuss their coupling with numerical simulation techniques.

2.1 Principle of machine learning

In mathematical terms, learning involves predicting an event y from data X = (x n ) 1≤ ...

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