https://github.com/berkeleybop/artificial-intelligence-ontology
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.
https://github.com/berkeleybop/artificial-intelligence-ontology
artificial-intelligence deep-learning ontology vocabulary
Last synced: 4 months ago
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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.
- Host: GitHub
- URL: https://github.com/berkeleybop/artificial-intelligence-ontology
- Owner: berkeleybop
- Created: 2021-07-07T20:01:54.000Z (almost 5 years ago)
- Default Branch: main
- Last Pushed: 2024-11-12T02:36:48.000Z (over 1 year ago)
- Last Synced: 2025-06-21T08:50:05.641Z (about 1 year ago)
- Topics: artificial-intelligence, deep-learning, ontology, vocabulary
- Language: Jupyter Notebook
- Homepage: https://berkeleybop.github.io/artificial-intelligence-ontology/
- Size: 16.2 MB
- Stars: 34
- Watchers: 4
- Forks: 5
- Open Issues: 48
-
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
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README
# Artificial Intelligence Ontology (AIO)
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
or on BioPortal at
----
## Versions
### Stable release versions
The latest version of the ontology can always be found in this repository in
[aio.owl](aio.owl)
### Editors' version
Editors of this ontology should use the edit version, [src/ontology/aio-edit.owl](src/ontology/aio-edit.owl)
## Bridge axioms
Bridges between AIO and top-level ontologies are provided here: [src/ontology/bridge/aio-bridge-to-upper.owl](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 |
## Contact
Please use this GitHub repository's [Issue tracker](https://github.com/berkeleybop/artificial-intelligence-ontology/issues) to request new terms/classes or report errors or specific concerns related to the ontology.
## Acknowledgements
This ontology repository was created using the [Ontology Development Kit](https://github.com/INCATools/ontology-development-kit).