TY - BOOK AU - Suthaharan,Shan TI - Machine learning models and algorithms for Big Data classification: thinking with examples for effective learning T2 - Integrated series in information systems, SN - 9781489976413 AV - QA 76.9.B45 S88.2016 PY - 2016///, CY - New York PB - Springer Science+Business Media KW - Big data KW - Electronic data processing KW - Procesamiento electrónico de datos KW - Machine theory KW - Teoría de las máquinas KW - Aprendizaje automático (Inteligencia artificial) N1 - Incluye referencias bibliográficas e índice; Science of Information -- Part I Understanding Big Data -- Big Data Essentials -- Big Data Analytics -- Part II Understanding Big Data Systems -- Distributed File System -- MapReduce Programming Platform -- Part III Understanding Machine Learning -- Modeling and Algorithms -- Supervised Learning Models -- Supervised Learning Algorithms -- Support Vector Machine -- Decision Tree Learning -- Part IV Understanding Scaling-Up Machine Learning -- Random Forest Learning -- Deep Learning Models -- Chandelier Decision Tree -- Dimensionality Reduction ER -