Matches in SemOpenAlex for { <https://semopenalex.org/work/W4284976247> ?p ?o ?g. }
Showing items 1 to 89 of
89
with 100 items per page.
- W4284976247 abstract "Machine learning (ML) dataset preprocessing, cleaning, and integration into ML pipelines is often a cum-bersome endeavor that is susceptible to bugs and leads to unstructured code from the start. While existing frameworks for dataset integration often come with an extensive dataset repository, extending these repositories to new datasets is nontrivial due to lack of dataset retrieval, processing and iterator separation. To simplify the process of dataset integration, we present Datastack, an open-source framework that minimizes these efforts by providing well-defined interfaces that seamlessly integrate into existing machine learning frameworks. Inspired by stream processing frameworks such as Flink or Storm, Datastack decouples dataset-specific peculiarities such as custom data formats from the framework by introducing byte streams on an interface level. Furthermore, Datastack delivers dataset preprocessing functionalities such as stacking, splitting, and merging to alleviate error-prone data processing pipelines." @default.
- W4284976247 created "2022-07-10" @default.
- W4284976247 creator A5029059584 @default.
- W4284976247 creator A5039510770 @default.
- W4284976247 creator A5054556600 @default.
- W4284976247 creator A5064201630 @default.
- W4284976247 date "2022-05-01" @default.
- W4284976247 modified "2023-09-23" @default.
- W4284976247 title "Datastack: Unification of Heterogeneous Machine Learning Dataset Interfaces" @default.
- W4284976247 cites W1976821017 @default.
- W4284976247 cites W2044879407 @default.
- W4284976247 cites W2126623642 @default.
- W4284976247 cites W2194775991 @default.
- W4284976247 cites W2342249984 @default.
- W4284976247 cites W2787225861 @default.
- W4284976247 cites W2788572835 @default.
- W4284976247 cites W2913854892 @default.
- W4284976247 cites W2919115771 @default.
- W4284976247 cites W2997967197 @default.
- W4284976247 cites W3042402565 @default.
- W4284976247 cites W3097433529 @default.
- W4284976247 cites W3099878876 @default.
- W4284976247 cites W3208640123 @default.
- W4284976247 doi "https://doi.org/10.1109/icdew55742.2022.00014" @default.
- W4284976247 hasPublicationYear "2022" @default.
- W4284976247 type Work @default.
- W4284976247 citedByCount "1" @default.
- W4284976247 countsByYear W42849762472022 @default.
- W4284976247 crossrefType "proceedings-article" @default.
- W4284976247 hasAuthorship W4284976247A5029059584 @default.
- W4284976247 hasAuthorship W4284976247A5039510770 @default.
- W4284976247 hasAuthorship W4284976247A5054556600 @default.
- W4284976247 hasAuthorship W4284976247A5064201630 @default.
- W4284976247 hasConcept C10551718 @default.
- W4284976247 hasConcept C107027933 @default.
- W4284976247 hasConcept C113843644 @default.
- W4284976247 hasConcept C119857082 @default.
- W4284976247 hasConcept C120314980 @default.
- W4284976247 hasConcept C124101348 @default.
- W4284976247 hasConcept C127413603 @default.
- W4284976247 hasConcept C129307140 @default.
- W4284976247 hasConcept C154945302 @default.
- W4284976247 hasConcept C157915830 @default.
- W4284976247 hasConcept C173608175 @default.
- W4284976247 hasConcept C175309249 @default.
- W4284976247 hasConcept C199360897 @default.
- W4284976247 hasConcept C34736171 @default.
- W4284976247 hasConcept C41008148 @default.
- W4284976247 hasConcept C43364308 @default.
- W4284976247 hasConcept C43521106 @default.
- W4284976247 hasConcept C87717796 @default.
- W4284976247 hasConcept C89198739 @default.
- W4284976247 hasConcept C98045186 @default.
- W4284976247 hasConceptScore W4284976247C10551718 @default.
- W4284976247 hasConceptScore W4284976247C107027933 @default.
- W4284976247 hasConceptScore W4284976247C113843644 @default.
- W4284976247 hasConceptScore W4284976247C119857082 @default.
- W4284976247 hasConceptScore W4284976247C120314980 @default.
- W4284976247 hasConceptScore W4284976247C124101348 @default.
- W4284976247 hasConceptScore W4284976247C127413603 @default.
- W4284976247 hasConceptScore W4284976247C129307140 @default.
- W4284976247 hasConceptScore W4284976247C154945302 @default.
- W4284976247 hasConceptScore W4284976247C157915830 @default.
- W4284976247 hasConceptScore W4284976247C173608175 @default.
- W4284976247 hasConceptScore W4284976247C175309249 @default.
- W4284976247 hasConceptScore W4284976247C199360897 @default.
- W4284976247 hasConceptScore W4284976247C34736171 @default.
- W4284976247 hasConceptScore W4284976247C41008148 @default.
- W4284976247 hasConceptScore W4284976247C43364308 @default.
- W4284976247 hasConceptScore W4284976247C43521106 @default.
- W4284976247 hasConceptScore W4284976247C87717796 @default.
- W4284976247 hasConceptScore W4284976247C89198739 @default.
- W4284976247 hasConceptScore W4284976247C98045186 @default.
- W4284976247 hasLocation W42849762471 @default.
- W4284976247 hasOpenAccess W4284976247 @default.
- W4284976247 hasPrimaryLocation W42849762471 @default.
- W4284976247 hasRelatedWork W176094919 @default.
- W4284976247 hasRelatedWork W2617003601 @default.
- W4284976247 hasRelatedWork W2889453578 @default.
- W4284976247 hasRelatedWork W2947585550 @default.
- W4284976247 hasRelatedWork W2952736244 @default.
- W4284976247 hasRelatedWork W3014054540 @default.
- W4284976247 hasRelatedWork W3183842081 @default.
- W4284976247 hasRelatedWork W4284976247 @default.
- W4284976247 hasRelatedWork W811092902 @default.
- W4284976247 hasRelatedWork W962149676 @default.
- W4284976247 isParatext "false" @default.
- W4284976247 isRetracted "false" @default.
- W4284976247 workType "article" @default.