Your question is Scalable Training for Billions of Parameters. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
Explain how you would design a scalable training pipeline for a model with billions of parameters. What parallelization strategies would you employ?