An ontology modeling classes and relationships describing deep learning networks, their component layers and activation functions, machine learning methods, as well as AI/ML potential biases.
More information can be found at https://berkeleybop.github.io/artificial-intelligence-ontology/
or on BioPortal at https://bioportal.bioontology.org/ontologies/AIO
The latest version of the ontology can always be found in this repository in
Editors of this ontology should use the edit version, src/ontology/aio-edit.owl
Bridges between AIO and top-level ontologies are provided here: src/ontology/bridge/aio-bridge-to-upper.owl
These include:
| AIO label | OBO label | OBO id |
|---|---|---|
| aio:Bias | disposition | BFO:0000016 |
| aio:MathematicalFunction | planned process | IAO:0000033 |
| aio:Layer | information content entity | IAO:0000030 |
| aio:MachineLearningTask | planned process | OBI:0000011 |
| aio:Model | information content entity | IAO:0000030 |
| aio:Network | information content entity | IAO:0000030 |
| aio:Preprocessing | planned process | OBI:0000011 |
Please use this GitHub repository's Issue tracker to request new terms/classes or report errors or specific concerns related to the ontology.
This ontology repository was created using the Ontology Development Kit.