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XGBoost in Practice
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7563588XGBoost in Practicehttps://www.gandhi.com.mx/xgboost-in-practice-6610000831807/phttps://gandhi.vtexassets.com/arquivos/ids/7184626/image.jpg?v=638847985265000000189189MXNGandhiInStock/Ebooks/<p>"XGBoost in Practice"</p><p>"XGBoost in Practice" delivers an authoritative and comprehensive exploration of one of modern machine learnings most influential algorithms. Designed for data scientists, engineers, and professionals leveraging advanced analytics, this book demystifies the foundations of gradient boosting and the unique mechanics behind XGBoost. Readers are guided step-by-step through core principles, including additive modeling, regularization, handling missing data, and distinctions from alternative frameworks like LightGBM and CatBoost, laying a robust conceptual groundwork.</p><p>The text goes far beyond theoretical exposition, emphasizing real-world data engineering, rigorous hyperparameter optimization, and advanced evaluation techniques. Each chapter equips readers with actionable methods for feature engineering, managing imbalanced and noisy datasets, distributed model training, and robust validation. Practical guidance on interpreting and explaining model predictions is underpinned by an in-depth treatment of explainability tools, fairness considerations, and strategies to monitor and maintain model performance in dynamic environments.</p><p>Recognizing the demands of production systems and enterprise-scale deployments, "XGBoost in Practice" covers best practices for scalable deployment, MLOps pipelines, integration with big data platforms, and compliance with governance standards. Readers will also find rich domain-specific applications from fraud detection and time series forecasting to healthcare analytics and text classification. Culminating with chapters on extending XGBoost, GPU acceleration, and custom algorithm development, this book equips practitioners and technical leaders alike to produce, interpret, and operationalize state-of-the-art machine learning solutions with confidence.</p>...7178286XGBoost in Practice189189https://www.gandhi.com.mx/xgboost-in-practice-6610000831807/phttps://gandhi.vtexassets.com/arquivos/ids/7184626/image.jpg?v=638847985265000000InStockMXN99999DIEbook2025Inglés