Machine Learning, Neural Networks, Statistics, Data Science, AI.
Halving the term here seems especially redundant, as it adds only division by a constant, and thus has no meaning if we also search for the optimal values for hyper-parameters such as λ, as we usually do. Indeed, in classical machine learning the same regularization term can be encountered without