序章嘛咱多唠两句.花了大半个月才反反复复,断断续续读完了图灵奖得主Judea Pearl的The Book of WHY,感觉先读第四章的案例会更容易理解前三章相对抽象的内容.工作中对于归因问题迫切的需求,以及这两年深度学习在,都让我对因果推理在未来几年的爆发心怀希望.它最大的优势就是能回答'为什么'以及'假如这样做会怎样'等对实际业务有着根本意义的问题.对于这个领域我也是新人,所以只能抛出一些观点来供大家讨论. Now!检验我带货能力的时候到了,如果你在和数据打交道的过程中也碰到过以下的问题,

目录 7.1 The structure of confounding Confounding and exchangeability Confounding and the backdoor criterion 7.4 Confounding and confounders 7.5 Single-world intervention graphs Confounding adjustment Fine Point The strength and direction of confoundin

点击打开链接 Children of the Candy Corn Time Limit: 1000MS   Memory Limit: 65536K Total Submissions: 8288   Accepted: 3635 Description The cornfield maze is a popular Halloween treat. Visitors are shown the entrance and must wander through the maze facing

翻译来自:http://news.csdn.net/article_preview.html?preview=1&reload=1&arcid=2825492 摘要:本文解释了回归分析及其优势,重点总结了应该掌握的线性回归.逻辑回归.多项式回归.逐步回归.岭回归.套索回归.ElasticNet回归等七种最常用的回归技术及其关键要素,最后介绍了选择正确的回归模型的关键因素. [编者按]回归分析是建模和分析数据的重要工具.本文解释了回归分析的内涵及其优势,重点总结了应该掌握的线性回归.逻辑回归

Children of the Candy Corn Time Limit: 1000MS   Memory Limit: 65536K Total Submissions: 10933   Accepted: 4708 Description The cornfield maze is a popular Halloween treat. Visitors are shown the entrance and must wander through the maze facing zombie

http://www.gene-quantification.de/liquid-biopsy.html Liquid Biopsy -- Definitions Liquid Biopsy -- reliable biomarkers Liquid Biopsy -- the role in cancer diagnostics Liquid Biopsy -- the role of Exosomes Biofluids Guidelines Liquid Biopsy Research P

Children of the Candy Corn Time Limit : 2000/1000ms (Java/Other)   Memory Limit : 131072/65536K (Java/Other) Total Submission(s) : 20   Accepted Submission(s) : 10 Problem Description The cornfield maze is a popular Halloween treat. Visitors are show

The picture above is funny. But for me it is also one of those examples that make me sad about the outlook for AI and for Computer Vision. What would it take for a computer to understand this image as you or I do? I challenge you to think explicitly

Children of the Candy Corn Time Limit: 1000MS   Memory Limit: 65536K Total Submissions: 8046   Accepted: 3518 Description The cornfield maze is a popular Halloween treat. Visitors are shown the entrance and must wander through the maze facing zombies

Children of the Candy Corn DescriptionThe cornfield maze is a popular Halloween treat. Visitors are shown the entrance and must wander through the maze facing zombies, chainsaw-wielding psychopaths, hippies, and other terrors on their quest to find t

  Children of the Candy Corn Time Limit: 1000MS   Memory Limit: 65536K Total Submissions: 8102   Accepted: 3540 Description The cornfield maze is a popular Halloween treat. Visitors are shown the entrance and must wander through the maze facing zombi

The top 100 papers Nature explores the most-cited research of all time. The discovery of high-temperature superconductors, the determination of DNA’s double-helix structure, the first observations that the expansion of the Universe is accelerating —

Time Limit: 1000MS   Memory Limit: 65536K Total Submissions: 8120   Accepted: 3547 Description The cornfield maze is a popular Halloween treat. Visitors are shown the entrance and must wander through the maze facing zombies, chainsaw-wielding psychop

Description The cornfield maze is a popular Halloween treat. Visitors are shown the entrance and must wander through the maze facing zombies, chainsaw-wielding psychopaths, hippies, and other terrors on their quest to find the exit. One popular maze-

1.1 Statistical Models and Social Reality KEY: complex society v.s statistical models relationship,data,descriptive accuracy With few exceptions, statistical data analysis describes the outcomes of real social processesand not the processes themselve

seaborn使用(绘图函数) 数据集分布的可视化 分类数据的绘图 线性关系可视化 一.数据集分布的可视化 distplot kdeplot rugplot 1.distplot() 灵活的绘制单变量的分布,传入一组一维数据 默认kde为True,纵坐标为在横坐标区域内分布的概率,曲线表示概率密度函数,在区间上积分值为1 设置kde为False,纵坐标表示落在横坐标bins中的数值的数量 seaborn.distplot(a, bins=None, hist=True, kde=True, ru

How I Turned Down $300,000 from Microsoft to go Full-Time on GitHub (我是如何拒绝微软30w的诱惑,专注于GitHub事业) 当我老去,回顾一生,我想说,"哇,那是一场冒险":而不是,"哇,我真的很安稳." 2008 is a leap year. That means that three hundred and sixty six days ago, almost to the minute,

https://nlp.lab.arizona.edu/sites/nlp.lab.arizona.edu/files/Kauchak-Leroy-Hogue-JASIST-2017.pdf In previous work, we conducted a preliminary corpus study of grammar frequency which showed that difficult texts use a wider variety of high-level grammat

Exercise may protect the brain from disease and dementia as we age, but the mechanisms behind its benefits are still murky. ISTOCK.COM/EMIRMEMEDOVSKI How does exercise keep your brain young? By Kelly ServickSep. 6, 2018 , 2:00 PM Stay active; age gra

What exactly happens to a human body in space? Despite decades of astronauts going on space missions, this question remains hard to answer. The problem is that there is a great deal of individual variation between humans, so everyone’s body is differ