scEve#

Modality imputation using downloaded or custom scEve model.

Download model#

Download pretrained model from scParadise repository.

sceve.available_models

Download dataframe with available trained scEve models.

sceve.download_model

Download pretrained tuned model for highly accurate cell type annotation.

Model training and tuning#

Train custom scEve model using your own multimodal dataset. Hyperparameter tuning is also available to achieve better model performance.

sceve.train

Train custom scEve model using MuData object with different modalities.

sceve.hyperparameter_tuning

Hyperparameter tuning for scEve model with k-fold cross validation using Optuna.

sceve.train_tuned

Train custom scEve model with tuned hyperparameters.

Imputation#

Modality imputation using downloaded or custom scEve model.

sceve.predict

Predict (impute) the second modality in cells using the pretrained scEve model.