Neuware - APRENDA LIGHTGBM Construa Modelos Precisos com Machine Learning Escal�velEste livro � ideal para estudantes, cientistas de dados, engenheiros de machine learning e analistas que desejam dominar o LightGBM com aplica��o pr�tica em ambientes corporativos. Voc� aprender� a preparar dados, otimizar hiperpar�metros e integrar modelos com ferramentas l�deres do mercado como AWS, Azure, Google Cloud, MLflow, Optuna e Docker. Explore conceitos como boosting, leaf-wise tree growth, acelera��o com GPU, tuning autom�tico e deploy multiplataforma.Inclui: - Instala��o e configura��o do LightGBM em ambientes Windows, Linux e cloud- Prepara��o de datasets com Pandas, NumPy e integra��o com Spark- Otimiza��o avan�ada de hiperpar�metros com Optuna e Hyperopt- Monitoramento e rastreamento de experimentos com MLflow- Deploy em produ��o usando Flask, FastAPI, Docker e pipelines CI/CD em AWS e AzureAo final, voc� estar� capacitado a construir modelos de machine learning de alto desempenho, prontos para rodar em ambientes empresariais e solu��es cloud globais.lightgbm, aws, azure, google cloud, mlflow, optuna, docker, pipelines ci/cd, gpu acceleration, machine learning em produ��o.

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Bibliographic Details

Title: APRENDA LIGHTGBM : Construa Modelos Precisos com Machine Learning Escal�vel
Publisher: Createspace Independent Publishing Platform Mai 2025
Publication Date: 2025
Language: Portuguese
ISBN 13: 9798283019871
Binding: Taschenbuch
Condition: Neu
Dimensions: 229 millimeters width by 152 millimeters height by 11 millimeters depth
Weight: 222 grams

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Synopsis

APRENDA LIGHTGBM Construa Modelos Precisos com Machine Learning Escal�vel

Este livro � ideal para estudantes, cientistas de dados, engenheiros de machine learning e analistas que desejam dominar o LightGBM com aplica��o pr�tica em ambientes corporativos. Voc� aprender� a preparar dados, otimizar hiperpar�metros e integrar modelos com ferramentas l�deres do mercado como AWS, Azure, Google Cloud, MLflow, Optuna e Docker. Explore conceitos como boosting, leaf-wise tree growth, acelera��o com GPU, tuning autom�tico e deploy multiplataforma.

Inclui:

• Instala��o e configura��o do LightGBM em ambientes Windows, Linux e cloud

• Prepara��o de datasets com Pandas, NumPy e integra��o com Spark

• Otimiza��o avan�ada de hiperpar�metros com Optuna e Hyperopt

• Monitoramento e rastreamento de experimentos com MLflow

• Deploy em produ��o usando Flask, FastAPI, Docker e pipelines CI/CD em AWS e Azure

Ao final, voc� estar� capacitado a construir modelos de machine learning de alto desempenho, prontos para rodar em ambientes empresariais e solu��es cloud globais.

lightgbm, aws, azure, google cloud, mlflow, optuna, docker, pipelines ci/cd, gpu acceleration, machine learning em produ��o

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