DataView
E700879
DataView is ML.NET’s core, schema-aware tabular data abstraction used to efficiently represent and process datasets for machine learning pipelines.
Statements (41)
| Predicate | Object |
|---|---|
| instanceOf |
ML.NET component
ⓘ
data representation API ⓘ schema-aware data structure ⓘ tabular data abstraction ⓘ |
| canBeCreatedFrom |
binary files
ⓘ
in-memory collections ⓘ relational data sources ⓘ text files ⓘ |
| definedIn | Microsoft.ML namespace NERFINISHED ⓘ |
| designedFor |
.NET developers
ⓘ
high-performance data processing ⓘ machine learning workloads ⓘ |
| enables | end-to-end ML.NET pipelines ⓘ |
| exposes |
columns via getters
ⓘ
rows via cursors ⓘ schema ⓘ |
| hasConceptualSuccessor | IDataView ⓘ |
| hasProperty |
column-oriented
ⓘ
cursor-based iteration ⓘ immutable ⓘ lazy evaluation ⓘ schema-aware ⓘ streaming data access ⓘ tabular ⓘ |
| implementedIn | .NET NERFINISHED ⓘ |
| optimizedFor |
composability of transforms
ⓘ
memory efficiency ⓘ scalability ⓘ |
| partOf | ML.NET NERFINISHED ⓘ |
| supports |
data transformations
ⓘ
efficient data access ⓘ large datasets ⓘ pipeline composition ⓘ schema inspection ⓘ type-safe column access ⓘ |
| usedBy |
ML.NET evaluators
NERFINISHED
ⓘ
ML.NET trainers ⓘ ML.NET transformers NERFINISHED ⓘ |
| usedFor |
machine learning pipelines
ⓘ
processing datasets in ML.NET ⓘ representing datasets in ML.NET ⓘ |
Referenced by (1)
Full triples — surface form annotated when it differs from this entity's canonical label.