Artificial Intelligence for Scientific Discoveries
Iten, Raban
Produktnummer:
181bcb8a27195340439e2bc7d24a50d371
| Autor: | Iten, Raban |
|---|---|
| Themengebiete: | AI-Scientist Artificial Intelligence Automation of Physics Deep Learning Discovering Physical Laws Extracting Equations from Data Heliocentric Solar System Machine Learning Neural Networks Representation Learning |
| Veröffentlichungsdatum: | 12.04.2023 |
| EAN: | 9783031270185 |
| Sprache: | Englisch |
| Seitenzahl: | 170 |
| Produktart: | Gebunden |
| Verlag: | Springer International Publishing |
| Untertitel: | Extracting Physical Concepts from Experimental Data Using Deep Learning |
Produktinformationen "Artificial Intelligence for Scientific Discoveries"
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.
Sie möchten lieber vor Ort einkaufen?
Sie haben Fragen zu diesem oder anderen Produkten oder möchten einfach gerne analog im Laden stöbern? Wir sind gerne für Sie da und beraten Sie auch telefonisch.
Juristische Fachbuchhandlung
Georg Blendl
Parcellistraße 5 (Maxburg)
8033 München
Montag - Freitag: 8:15 -18 Uhr
Samstags geschlossen