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2019 概率图模型视频课程

│ PGM大作业.pdf

├─第一章:概率模型简介
│ └─第一节PGM简介
│ PGM简介-1.1(20190818).pptx
│ 任务1-2:概率图模型简介.mp4

├─第二章:概率图模型的表明
│ ├─第一节概率论与图论基础
│ │ PGM表明-2.1(20190818).pdf
│ │ 任务3-2:概率论与图论基础知识.mp4
│ │
│ ├─第二节贝叶斯网络
│ │ PGM表明-2.2(20190825).pdf
│ │ 任务4-2:贝叶斯网络.mp4
│ │
│ ├─第三节马尔可夫随机场
│ │ 【课件】PGM表明-2.3马尔科夫随机场.pdf
│ │ 重录马尔科夫随机场.mp4
│ │ 任务5-2:马尔科夫随机场.mp4
│ │
│ ├─第四节因子图
│ │ 【课件】PGM表明-2.4因子图.pdf
│ │ 任务6-2:因子图.mp4
│ │
│ └─第二章作业及阐明:
│ │ 任务2-2:第二章作业阐明.mp4
│ │
│ └─HW第二章
│ │ PGM表明-hw(20190825).pdf
│ │
│ └─PGM-hw1
│ │ A Comparative Study of Energy Minimization.pdf
│ │
│ └─code
│ AssignmentToIndex.m
│ BN_Represent
│ FactorMarginalization.m
│ FactorProduct.m
│ FactorTutorial.m
│ IndexToAssignment.m

├─第三章:概率图模型的准确推理
│ ├─第一节推理问题分类&变量消元法
│ │ PGM准确推理3.1-3.2(20190902).pdf
│ │ 任务8-2:推理问题分类&变量消元法.mp4
│ │
│ ├─第二节团树传达算法
│ │ PGM准确推理3.3(20190902).pdf
│ │ 任务9-2:团树传达算法.mp4
│ │
│ ├─第三节信仰传达算法(BP算法)
│ │ 任务10-2:信仰传达算法(BP算法).mp4
│ │
│ ├─第四节二值图切法
│ │ PGM准确推理3.5.pdf
│ │ 任务11-2:二值图切法 (2).mp4
│ │ 任务11-2:二值图切法.mp4
│ │
│ └─作业及代码
│ code.zip
│ 第三章作业阐明.mp4

├─第四章:概率图模型的近似推理
│ ├─第一节:BP算法的能量最小化解说
│ │ PGM近似推理4-120190921.pdf
│ │ 任务12-2:BP算法的能量最小化解说.mp4
│ │
│ ├─第二节:根据图切法的近似推理
│ │ kk 2019-09-29 16-35-40.mp4
│ │ PGM近似推理4-220190921.pdf
│ │
│ └─第四章作业
│ code.zip
│ to_compile_mf2.zip
│ 第四章作业阐明.mp4

├─05.第五章:概率图模型的学习
│ │ 第五章作业.pdf
│ │
│ ├─第一节:参数学习
│ │ PGM学习-5.1(20190928).pdf
│ │ 任务15-2:参数学习.mp4
│ │
│ └─第二节:结构学习
│ PGM学习-5.2(20190928).pdf
│ 任务16-2:结构学习.mp4

└─06.第六章:概率图模型的使用
├─第1节 条件随机场在自然语言处理中的使用
│ PGM使用6.1(20191016).pdf4
│ 第1节 条件随机场在自然语言处理中的使用.mp4

├─第2节 概率图模型在医学图画中的使用
│ PGM使用6.2(20191016).pdf
│ 第2节 概率图模型在医学图画中的使用.mp4

└─第3节 概率图模型在计算机视觉中的使用
第3节 概率图模型在计算机视觉中的使用.mp4
第3节 概率图模型在计算机视觉中的使用.pdf

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