Introduction to algorithms for data mining and machine learning /

Introduction to Algorithms for Data Mining and Machine Learning introduces the essential ideas behind all key algorithms and techniques for data mining and machine learning, along with optimization techniques. Its strong formal mathematical approach, well selected examples, and practical software re...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Yang, Xin-She (Autor)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: London, United Kingdom ; San Diego, CA, United States : Academic Press, an imprint of Elsevier, [2019]
Temas:
Data mining > Mathematics.
Machine learning > Mathematics.
Exploration de donn�ees (Informatique) > Math�ematiques.
Apprentissage automatique > Math�ematiques.
COMPUTERS > General.
Data mining
Machine learning
Acceso en línea:Texto completo
Tabla de Contenidos:
  • Introduction to optimization
  • Mathematical foundations
  • Optimization algorithms
  • Data fitting and regression
  • Logistic regression, PCA, LDA, and ICA
  • Data mining techniques
  • Support vector machine and regression
  • Neural networks and deep learning.

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