Expand description
Ensemble ML models with non-linear predictions and uncertainty estimates.
Extends the base linear models with:
- Decision-tree-like cascading rules for LogP, solubility, pKa
- TPSA (Topological Polar Surface Area) descriptor
- Veber rule analysis for oral bioavailability
- BBB permeability prediction
- Consensus scoring with prediction confidence
Structs§
- Ensemble
Result - Extended ML property predictions with uncertainty and additional properties.
- Veber
Result - Veber’s rules for oral bioavailability.
Functions§
- compute_
tpsa - Compute TPSA from elements and bond connectivity.
- predict_
ensemble - Predict molecular properties using an ensemble of models.