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This chapter introduces the purpose and goals of this book. It motivates why applying machine learning in science education could offer novel opportunities for data-driven modeling of learning processes and answering novel research questions. It also introduces the grand themes of this textbook: providing basics of machine learning and natural language processing, arguing for the importance of augmenting human analytic capabilities with what machine learning has to offer, and introducing the challenges that might occur when applying machine learning in science education.

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Introduction

  • 章节

  • 出版模式：

    开放获取

  • 发表日期：

    2025年

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  • Christina Krist,
  • Marcus Kubsch,
  • Peter Wulff

摘要

This chapter introduces the purpose and goals of this book. It motivates why applying machine learning in science education could offer novel opportunities for data-driven modeling of learning processes and answering novel research questions. It also introduces the grand themes of this textbook: providing basics of machine learning and natural language processing, arguing for the importance of augmenting human analytic capabilities with what machine learning has to offer, and introducing the challenges that might occur when applying machine learning in science education.