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Module ensemble

Module ensemble 

Source
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§

EnsembleResult
Extended ML property predictions with uncertainty and additional properties.
VeberResult
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.