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Shandong University

机器学习与人工智能在芯片设计流程中的应用

Shandong University via XuetangX

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Overview

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本课程从机器学习和人工智能的发展历史和主要作用入手，系统讲授机器学习常用算法相关理论技术与应用。通过学习，学生不但可以全面了解理论知识，还将培养解决实际问题的能力,增强面向复杂问题和全新场景时的创新能力。


Syllabus

  • 第一章 机器学习和人工智能的发展历史和主要应用
    • 1.1数据分析与挖掘
    • 1.2模式识别
    • 1.3自动驾驶
  • 第二章机器学习常用算法
    • 2.1决策树算法
    • 2.2朴素贝叶斯算法
    • 2.3支持向量机算法
    • 2.4人工神经网络
    • 2.5集成学习算法
    • 2.6关联规则算法
    • 2.7EM（期望最大化）算法
    • 2.8 深度学习
  • 期末考试

    Taught by

    MaJinlian and FanJihui

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