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Introduction to Data Science - Gaoyan Ou

Introduction to Data Science

By: Gaoyan Ou, Zhanxing Zhu, Bin Dong, Weinan E

eText | 24 November 2023

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The book systematically introduces the basic contents of data science, including data preprocessing and basic methods of data analysis, handling special problems (e.g. text analysis), deep learning, and distributed systems.

In addition to systematically introducing the basic content of data science from a theoretical point of view, the book also provides a large number of data analysis practice cases.

Contents:

  • Introduction

  • Data Preprocessing

  • Regression Model

  • Classification Model

  • Ensemble Method

  • Clustering Model

  • Association Rule Mining

  • Dimensionality Reduction

  • Feature Selection

  • EM Algorithm

  • Probabilistic Graphical Model

  • Text Analysis

  • Graph and Network Analysis

  • Deep Learning

  • Distributed Computing

  • Appendices:

    • Matrix Operation
    • Probability Basis
    • Optimization Algorithm
    • Distance
    • Model Evaluation

Readership: Undergraduate and graduate students, researchers.
Key Features:

  • This book give a comprehensive introduction of techniques, models and algorithms in data science
  • We also include advanced topics such as deep learning
  • Theory combined with practical cases
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You Can Find This eBook In

Non-FictionComputing & I.T.DatabasesData Capture & AnalysisMathematicsDiscrete Mathematics

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