Matches in SemOpenAlex for { <https://semopenalex.org/work/W3212629464> ?p ?o ?g. }
Showing items 1 to 77 of
77
with 100 items per page.
- W3212629464 abstract "<div>This Editorial is intended for materials scientists interested in performing machine learning-centered research.</div><div><br></div><div>We cover broad guidelines and best practices regarding the obtaining and treatment of data, feature engineering, model training, validation, evaluation and comparison, popular repositories for materials data and benchmarking datasets, model and architecture sharing, and finally publication.</div><div>In addition, we include interactive Jupyter notebooks with example Python code to demonstrate some of the concepts, workflows, and best practices discussed.</div><div><br></div><div>Overall, the data-driven methods and machine learning workflows and considerations are presented in a simple way, allowing interested readers to more intelligently guide their machine learning research using the suggested references, best practices, and their own materials domain expertise.</div>" @default.
- W3212629464 created "2021-11-22" @default.
- W3212629464 creator A5003301534 @default.
- W3212629464 creator A5008401924 @default.
- W3212629464 creator A5017376122 @default.
- W3212629464 creator A5017456440 @default.
- W3212629464 creator A5027900627 @default.
- W3212629464 creator A5037535334 @default.
- W3212629464 creator A5050610772 @default.
- W3212629464 creator A5090514115 @default.
- W3212629464 date "2020-05-06" @default.
- W3212629464 modified "2023-10-16" @default.
- W3212629464 title "Machine Learning for Materials Scientists: An Introductory Guide Towards Best Practices" @default.
- W3212629464 cites W1992985800 @default.
- W3212629464 cites W2170214641 @default.
- W3212629464 cites W2187089797 @default.
- W3212629464 cites W2509907061 @default.
- W3212629464 cites W2766856748 @default.
- W3212629464 cites W2778051509 @default.
- W3212629464 cites W2790960441 @default.
- W3212629464 cites W2913999598 @default.
- W3212629464 cites W2927492597 @default.
- W3212629464 cites W3083787461 @default.
- W3212629464 cites W74920699 @default.
- W3212629464 doi "https://doi.org/10.26434/chemrxiv.12249752.v1" @default.
- W3212629464 hasPublicationYear "2020" @default.
- W3212629464 type Work @default.
- W3212629464 sameAs 3212629464 @default.
- W3212629464 citedByCount "6" @default.
- W3212629464 countsByYear W32126294642020 @default.
- W3212629464 countsByYear W32126294642021 @default.
- W3212629464 crossrefType "posted-content" @default.
- W3212629464 hasAuthorship W3212629464A5003301534 @default.
- W3212629464 hasAuthorship W3212629464A5008401924 @default.
- W3212629464 hasAuthorship W3212629464A5017376122 @default.
- W3212629464 hasAuthorship W3212629464A5017456440 @default.
- W3212629464 hasAuthorship W3212629464A5027900627 @default.
- W3212629464 hasAuthorship W3212629464A5037535334 @default.
- W3212629464 hasAuthorship W3212629464A5050610772 @default.
- W3212629464 hasAuthorship W3212629464A5090514115 @default.
- W3212629464 hasConcept C154945302 @default.
- W3212629464 hasConcept C162324750 @default.
- W3212629464 hasConcept C177212765 @default.
- W3212629464 hasConcept C184356942 @default.
- W3212629464 hasConcept C187736073 @default.
- W3212629464 hasConcept C199360897 @default.
- W3212629464 hasConcept C41008148 @default.
- W3212629464 hasConcept C519991488 @default.
- W3212629464 hasConcept C77088390 @default.
- W3212629464 hasConcept C86251818 @default.
- W3212629464 hasConceptScore W3212629464C154945302 @default.
- W3212629464 hasConceptScore W3212629464C162324750 @default.
- W3212629464 hasConceptScore W3212629464C177212765 @default.
- W3212629464 hasConceptScore W3212629464C184356942 @default.
- W3212629464 hasConceptScore W3212629464C187736073 @default.
- W3212629464 hasConceptScore W3212629464C199360897 @default.
- W3212629464 hasConceptScore W3212629464C41008148 @default.
- W3212629464 hasConceptScore W3212629464C519991488 @default.
- W3212629464 hasConceptScore W3212629464C77088390 @default.
- W3212629464 hasConceptScore W3212629464C86251818 @default.
- W3212629464 hasLocation W32126294641 @default.
- W3212629464 hasOpenAccess W3212629464 @default.
- W3212629464 hasPrimaryLocation W32126294641 @default.
- W3212629464 hasRelatedWork W1976176382 @default.
- W3212629464 hasRelatedWork W2052836219 @default.
- W3212629464 hasRelatedWork W2053225275 @default.
- W3212629464 hasRelatedWork W2565660773 @default.
- W3212629464 hasRelatedWork W2794416352 @default.
- W3212629464 hasRelatedWork W2991936270 @default.
- W3212629464 hasRelatedWork W3041739606 @default.
- W3212629464 hasRelatedWork W4200454022 @default.
- W3212629464 hasRelatedWork W650706805 @default.
- W3212629464 hasRelatedWork W2888551003 @default.
- W3212629464 isParatext "false" @default.
- W3212629464 isRetracted "false" @default.
- W3212629464 magId "3212629464" @default.
- W3212629464 workType "article" @default.