Regularization used in a sentence

Regularization in a sentence as a noun

I have tried logistic regressions with regularization, and they tended to give me same or worse results.

Without suitable regularization, it'll be even worse with regards to the number of datapoints you need though.

However, regularization methods like dropout help a lot, and I've found it's easier to think of neural networks as "feature learners".

You don't figure out Dirichlet allocation and principal components and matrix regularization hacking away in your garage.

In machine learning, regularization or picking a proper prior and things like Minimum Description length in forming networks are instances of penalizing complexity for better predictive power.