APRENDA XGBoost: Desenvolva Modelos de Alto Desempenho para Previsões Precisas

Name: APRENDA XGBoost: Desenvolva Modelos de Alto Desempenho para Previsões Precisas
Brand: Atlantic Books
SKU: 9798281432757
Price: 1203.0 INR
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by Studiod21 Smart Tech Content , Diego Rodrigues

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ISBN13: 9798281432757
Binding: Paperback
Subject: N/A
Publisher: Independently Published
Publisher Imprint: Independently Published
Publication Date: April 25, 2025
Pages: 192
Original Price: GBP 10.55
Language: Portuguese
Edition: N/A
Item Weight: 264 grams
BISAC Subject(s): Artificial Intelligence / General

About The Book

APRENDA XGBoost: Desenvolva Modelos de Alto Desempenho para Previs�es Precisas

Dominar o XGBoost � uma compet�ncia essencial para profissionais que atuam com ci�ncia de dados, machine learning e engenharia de modelos preditivos em ambientes cr�ticos. Ampliamente utilizado em competi��es t�cnicas, solu��es de neg�cio e sistemas produtivos de larga escala, o XGBoost � refer�ncia absoluta em performance, estabilidade e controle em pipelines supervisionados. Este livro oferece uma abordagem direta, aplicada e tecnicamente precisa sobre todos os aspectos centrais da biblioteca, com foco em aplica��es reais e valida��o profissional.

Desenvolvido conforme o Protocolo TECHWRITE 2.3, o conte�do � ideal para cientistas de dados, engenheiros de machine learning, analistas t�cnicos e estudantes que desejam dominar o uso do XGBoost com foco operacional e integra��o completa a sistemas. A estrutura modular permite avan�ar da compreens�o conceitual ao deploy t�cnico, com c�digo explicado, pr�ticas recomendadas e resolu��o estruturada de erros.

Voc� aprender� a construir modelos robustos para classifica��o, regress�o e multiclasse, com avalia��o avan�ada, tuning automatizado e integra��o com ambientes de produ��o.

Inclui:

Pipeline de dados estruturado com Pandas e NumPy
Modelagem supervisionada com XGBClassifier e XGBRegressor
Tuning com GridSearchCV, RandomizedSearchCV e valida��o cruzada
Explicabilidade com SHAP Values, importance_gain e visualiza��es
Previs�es em s�ries temporais com janelas deslizantes
Deploy via Flask, FastAPI, Streamlit e Docker
Execu��o com GPU (CUDA) e clusters Dask
Integra��o com AWS SageMaker e modelagem empresarial
Estudos de caso com datasets p�blicos e checklist profissional final

Domine o XGBoost e posicione-se com autoridade t�cnica em projetos que exigem previs�es precisas, valida��o confi�vel e entregas integradas com sistemas e objetivos estrat�gicos. Este livro � o seu manual de refer�ncia para o uso profissional do algoritmo mais potente da modelagem supervisionada moderna.

xgboost, machine learning supervisionado, classifica��o e regress�o, tuning de hiperpar�metros, deploy com Flask e FastAPI, SHAP Values, s�ries temporais, Dask, GPU, SageMaker, projetos empresariais, explicabilidade, modelagem preditiva, pipelines de produ��o

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