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Statistical Inference and Machine Learning for Big Data

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Cover of 'Statistical Inference and Machine Learning for Big Data'

Table of Contents

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    Book Overview
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    Chapter 1 Examples of Big Data
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    Chapter 2 Basic Concepts in Probability
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    Chapter 3 Basic Concepts in Statistics
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    Chapter 4 Multivariate Methods
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    Chapter 5 Nonparametric Statistics
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    Chapter 6 Exponential Tilting and Its Applications
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    Chapter 7 Counting Data Analysis
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    Chapter 8 Time Series Methods
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    Chapter 9 Estimating Equations
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    Chapter 10 Symbolic Data Analysis
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    Chapter 11 Tools for Machine Learning
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    Chapter 12 Neural Networks
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    Chapter 13 Bayesian Computation Methods
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