Stop Waiting: Make XGBoost 46x Faster With One Parameter Change

14/09/2025 10 min
Stop Waiting: Make XGBoost 46x Faster With One Parameter Change

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Episode Synopsis



This story was originally published on HackerNoon at: https://hackernoon.com/stop-waiting-make-xgboost-46x-faster-with-one-parameter-change.
Speed up XGBoost training by 46x with one parameter change. Learn how GPU acceleration saves hours, boosts iteration, and scales to big data.

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XGBoost has built-in support for NVIDIA CUDA, so tapping into GPU acceleration doesn’t require new libraries or code rewrites. This single change can make your training 5–15x faster on large datasets. The Proof: A 46x Speed-up on Amex Default Prediction.


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