Catalogue/update in 2017.12.07

Welcome!

Name: Xiangguo Sun E-mail: [e-mail]

Welcome to my blog column:
Dive into ML/DL!

I devote myself to dive into typical algorithms on machine learning and deep learning, especially the application in the area of User Portrait. In order to reach there, we need to do some research including but not limited to computational personality, user portrait, online social network, computational society, and ML/DL. In fact you can find the internal relashionships between these concepts:

In this blog column, I will introduce some typical algorithms used in OSNs(Online Social Networks), which means we will include NLP, NRL/NE, networks community, information diffusion, and individual recommendation system. Apparently, our ultimate target is to dive into user portrait , especially the issues on your personality analysis.

All essays listed below can be used for non-commercical intentions. You can scan the QR code below to donate me.

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赏金将用于拉萨儿童图书公益募捐
All donation will be used to the library of charity for children in Lhasa.社会公益，听IT人的声音
手机扫一扫，即可：

《春天里，我们的拉萨儿童图书馆，需要大家的帮助》

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Catalogue

Latest essays from 2017.12.07/My lunar birthday：）

training deep learning model[hot]
深入浅出EM算法[hot]
关于奇异值以及奇异值分解SVD的思考[hot]
python 中文文本分类[hot]
特征工程概述[hot]
kNN原理与实现[hot]
logistic回归[hot]
感知机实现Python[hot]
K-Means聚类算法原理[hot]

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LDA
Beta分布，二项分布，Dirichlet分布，多项式分布新解[hot]
深入浅出LDA(1)[hot]
深入浅出LDA(2)[hot]
深入浅出LDA(3)
深入浅出LDA(4)

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推荐系统
推荐系统概述[hot]
推荐系统概述1[hot]
推荐系统概述2[hot]
推荐系统概述3[hot]
推荐系统概述4[hot]
推荐系统概述5
推荐系统概述6
推荐系统概述7

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CNN
卷积神经网络CNN理论到实践[hot]
卷积神经网络CNN理论到实践(1)[hot]
卷积神经网络CNN理论到实践(2)[hot]
卷积神经网络CNN理论到实践(3)[hot]
卷积神经网络CNN理论到实践(4)[hot]
卷积神经网络CNN理论到实践(5)[hot]
卷积神经网络CNN理论到实践(6)[hot]
卷积神经网络CNN理论到实践(7)
卷积神经网络CNN理论到实践(8)

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PGM
概率图模型系列（更新至2017.11.15）[hot]
概率图模型周边
概率图模型1：隐马尔科夫(1)
概率图模型2：隐马尔科夫(2)
概率图模型3：隐马尔科夫(3)
概率图模型4：贝叶斯网络[hot]
概率图模型5：无向图入门[hot]
概率图模型6：条件随机场(1)
概率图模型7：推理与流动
概率图模型8：独立性
概率图模型9：贝叶斯网络
概率图模型9:d-分离算法[hot]
概率图模型10:I-等价[hot]
概率图模型11:Minimal I-Maps[hot]

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Algorithm(undergraduate level)
python：从数据结构到高级算法(更新至2017.09.08)
高级算法日记1：摸底课
高级算法日记2：第1次课笔记
高级算法日记3：python数据结构之栈和队列
高级算法日记4：第2次课笔记
高级算法日记4:查找与排序
高级算法日记5:二叉树
高级算法日记6:表栈队列
高级算法日记7：专题
高级算法日记8:图(1)[hot]
高级算法日记9:图(2)[hot]
高级算法日记10:图(3)[hot]
高级算法日记11:图(4)[hot]
高级算法日记12:图(5)[hot]

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Python
python高手的自修课[hot]
improve your python code(1)
improve your python code(2)
improve your python code(3)
improve your python code(4)
improve your python code(5)
improve your python code(6)
improve your python code(7)
improve your python code(8)
improve your python code(9)
improve your python code(10)
improve your python code(11)
improve your python code(12)
improve your python code(13)
python itertools 模块完全掌握(1)
python itertools 模块完全掌握(2)
python乱码问题一览
python线程、进程与协程
Mysql解决The total number of locks exceeds the lock table size错误
python 数据库去重操作
Python print函数重定向
MySQL数据库可以用任意ip连接访问的方法[hot]
python绘图小记
Python strip lstrip rstrip使用方法
python核心模块之pickle和cPickle讲解
python图书搜索与书籍封面下载
pandas笔记
读源码1
numpy学习笔记[hot]
C++速成（1）[hot]
C++速成（2）
C++速成（3）

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Practice
Django开发速成
ubuntu django搭建网站1
ubuntu django搭建网站2
ubuntu django搭建网站3
一些小问题
ubuntu下安装qq操作指南
github in ubuntu

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Need to grow up
OSN博士必须掌握的必杀技(更新至2017/11/23)[hot]
顶级会议论文研读集
论文研读1
Sarada Herke Graph Theory
文本情感分类
循环神经网络理论到实践(1)
深度学习之自编码器和多层神经网络[hot]

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In the near future…
知识图谱
NRL论文总结
概率图模型
keras/tensorflow编程
basic deep learning models

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Best Wishes!