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Machine Learning Models and Algorithms for Big Data Classification: Thinking with Examples for Effective Learning - Softcover
Synopsis
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.
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