Artificial Intelligence for Scientific Discoveries is popular PDF and ePub book, written by Raban Iten in 2023-04-11, it is a fantastic choice for those who relish reading online the Science genre. Let's immerse ourselves in this engaging Science book by exploring the summary and details provided below. Remember, Artificial Intelligence for Scientific Discoveries can be Read Online from any device for your convenience.
Artificial Intelligence for Scientific Discoveries Book PDF Summary
Will research soon be done by artificial intelligence, thereby making human researchers superfluous? This book explains modern approaches to discovering physical concepts with machine learning and elucidates their strengths and limitations. The automation of the creation of experimental setups and physical models, as well as model testing are discussed. The focus of the book is the automation of an important step of the model creation, namely finding a minimal number of natural parameters that contain sufficient information to make predictions about the considered system. The basic idea of this approach is to employ a deep learning architecture, SciNet, to model a simplified version of a physicist's reasoning process. SciNet finds the relevant physical parameters, like the mass of a particle, from experimental data and makes predictions based on the parameters found. The author demonstrates how to extract conceptual information from such parameters, e.g., Copernicus' conclusion that the solar system is heliocentric.
Detail Book of Artificial Intelligence for Scientific Discoveries PDF
- Author : Raban Iten
- Release : 11 April 2023
- Publisher : Springer Nature
- ISBN : 9783031270192
- Genre : Science
- Total Page : 168 pages
- Language : English
- PDF File Size : 19,6 Mb
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