Machine Learning, Neural Networks, Statistics, Data Science, AI.
motivation: By hopefully mitigating the need to change λ when m changes, this scaling makes λ itself comparable across different size datasets. This make λ a more representative estimator of the actual degree of regularization required by a specific model on a specific learning problem. Option 5: