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Python Extreme Data Science: Do Essencial à Engenharia Analítica Avançada by Rodrigues, Diego

Python Extreme Data Science: Do Essencial à Engenharia Analítica Avançada

by Diego Rodrigues , Studiod21 Smart Tech Content
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Book cover type: Paperback
  • ISBN13: 9798280169968
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Independently Published
  • Publisher Imprint: Independently Published
  • Publication Date:
  • Pages: 316
  • Original Price: GBP 11.95
  • Language: Portuguese
  • Edition: N/A
  • Item Weight: 422 grams
  • BISAC Subject(s): Computer Simulation

Python Extreme Data Science � um guia completo, intensivo e tecnicamente rigoroso para profissionais que desejam dominar a ci�ncia de dados com Python em contextos reais de produ��o. Estruturado de forma modular, o conte�do percorre desde a coleta, engenharia e modelagem de dados at� a automa��o, experimenta��o e opera��o em ambientes escal�veis. Cada cap�tulo � desenvolvido com base no Protocolo TECHWRITE 2.2, assegurando uma progress�o did�tica eficiente, resolu��o de erros comuns e aplica��o direta em pipelines complexos.

O livro oferece uma abordagem pr�tica, orientada por problemas, utilizando bibliotecas e frameworks essenciais como Pandas, NumPy, Scikit-Learn, Matplotlib, Seaborn, XGBoost, LightGBM, al�m de t�cnicas avan�adas de pr�-processamento, valida��o cruzada e engenharia de atributos. Inclui tamb�m t�picos fundamentais como versionamento de experimentos, deploy de modelos, explainability (interpreta��o de modelos), e avalia��o de impacto em produ��o.

Ideal para cientistas de dados, engenheiros de machine learning, analistas t�cnicos e profissionais de dados que atuam em ambientes de alto desempenho, esta obra prop�e uma jornada pr�tica e objetiva, evitando superficialidades e indo direto aos pontos cr�ticos que diferenciam um projeto funcional de um fracasso t�cnico. A estrutura � compat�vel com aplica��es em cloud, edge, automa��o com scripts e integra��o com sistemas de monitoramento.

Seja para acelerar o ciclo de experimenta��o ou escalar solu��es com robustez, Python Extreme Data Science entrega o que h� de mais relevante na engenharia aplicada � ci�ncia de dados moderna.

Python, Data Science, Machine Learning, Engenharia de Dados, Feature Engineering, Modelagem Preditiva, Pipelines, Automa��o, Scikit-Learn, XGBoost, Produ��o, Valida��o, Deploy, Interpreta��o de Modelos.

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