Artificial Intelligence for Scientific Discoveries Extracting Physical Concepts from Experimental Data Using Deep Learning /
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 p...
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| Format: | Elektronički e-knjiga |
| Jezik: | engleski |
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Springer International Publishing : Imprint: Springer,
2023.
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| Izdanje: | 1st ed. 2023. |
| Teme: | |
| Online pristup: | https://doi.org/10.1007/978-3-031-27019-2 |
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Sadržaj:
- Introduction
- Machine Learning Background
- Overview of Using Machine Learning for Physical Discoveries
- Theory: Formalizing the Process of Human Model Building
- Methods: Using Neural Networks to Find Simple Representations
- Applications: Physical Toy Examples
- Open Questions and Future Prospects.