I have been working on a project with fMRI data. It has a training set of $300 \times 21764$. I am working in python and have used lasso on it for feature selection.
For different values of the hyperparameter it sometimes selects more than $300$ features, is that possible for lasso? Or does sci-kit not use the standard lasso?