What are the most important hyper parameters that need to be optimized?

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Prompt Starters

1. How can I use XGBoost with GPUs?
2. How do I train multi-target XGBoost?
3. What are the most important hyper parameters that need to be optimized?
4. How do I install XGBoost?
5. Does XGBoost have Rust support?