Introduction to Semi-Supervised Learning pdf epub mobi txt 電子書 下載2025
- 機器學習
- semi_supervised
- Introduction
- 計算機
- 數據挖掘
- to
- 機器學習
- 半監督學習
- 深度學習
- 模式識彆
- 數據挖掘
- 算法
- 統計學習
- 人工智能
- 理論基礎
- 應用
具體描述
Including the historical background and recent advances in the field as well as theoretical perspectives and real-world applications, this book outlines a systematic framework for implementing semi-supervised learning methods. It provides a toolbox on semi-supervised learning algorithms, presenting illustrations and examples of each algorithm. The book defines and distinguishes supervised learning, unsupervised learning, semi-supervised learning, and other relevant learning tasks. It discusses important semi-supervised learning models, including generative models for semi-supervised learning, semi-supervised support vector machines, and graph-based semi-supervised learning methods.
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