' NetActivity enables to compute gene set scores from previously trained sparsely-connected autoencoders. The package contains a function to prepare the data (prepareSummarizedExperiment) and a function to compute the gene set scores (computeGeneSetScores). The package NetActivityData contains different pre-trained models to be directly applied to the data. Alternatively, the users might use the package to compute gene set scores using custom models.