You were previously introduced to an R Script that executes a machine learning algorithm in $R.$ What is the role of set.seed$()$ function in the context of model training? $q,$

It ensures the model is trained without researcher$/$practitioner biases

It sets the number of models to be trained to one

It guarantees reproducibility by making sure random portioning can be replicated

It initializes the model training with one iteration