XGBoost GPU Implementation and Optimization (eBook, ePUB)
William Smith
eBook, ePUB

XGBoost GPU Implementation and Optimization (eBook, ePUB)

The Complete Guide for Developers and Engineers

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"XGBoost GPU Implementation and Optimization" "XGBoost GPU Implementation and Optimization" is a comprehensive technical guide that explores the intersection of advanced machine learning and high-performance GPU computing. Beginning with the mathematical and algorithmic foundations of XGBoost, this book delves deep into topics such as gradient boosting theory, state-of-the-art regularization, sophisticated loss functions, sparsity management, and benchmark comparisons with leading libraries like CatBoost and LightGBM. Readers are provided with a robust understanding of the internal mechanics t...

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