This tool performs PCA, UMAP and tSNE projections taking the Coconut natural products database as a chemical space of reference. The Ersilia Compound Embeddings as used as descriptors. Four PCA components and two UMAP and tSNE components are returned.
- EOS model ID:
eos8ub5
- Slug:
chemical-space-projections-coconut
- Input:
Compound
- Input Shape:
Single
- Task:
Representation
- Output:
Descriptor
- Output Type:
Float
- Output Shape:
List
- Interpretation: Coordinates of 2D projections, namely PCA, UMAP and tSNE.
- Publication
- Source Code
- Ersilia contributor: miquelduranfrigola
If you use this model, please cite the original authors of the model and the Ersilia Model Hub.
This package is licensed under a GPL-3.0 license. The model contained within this package is licensed under a GPL-3.0-or-later license.
Notice: Ersilia grants access to these models 'as is' provided by the original authors, please refer to the original code repository and/or publication if you use the model in your research.
The Ersilia Open Source Initiative is a Non Profit Organization (1192266) with the mission is to equip labs, universities and clinics in LMIC with AI/ML tools for infectious disease research.
Help us achieve our mission!