4l. AI Reproducibility
Most of the models created by data scientists have stochastic components, meaning there is no guarantee that the same model will be produced given the same training data. Moreover, it’s a known issue, that fixing a seed to force reproducibility compromises the parallelization of the models.
The Data Scientist shall be responsible to ensure reproducibility in situations where understanding the overall behavior of the system is critical.