Previously in this series: The beta distribution Empirical Bayes estimation Credible intervals The Bayesian approach to false discovery rates Bayesian A/B testing Beta-binomial regression Understanding empirical Bayesian hierarchical modeling Mixture…

注: 本文是对<IPython Interactive Computing and Visualization Cookbook>一书中第七章[Introduction to statistical data analysis in Python – frequentist and Bayesian methods]的简单翻译和整理,这部分内容主要将对统计学习中的频率论方法和贝叶斯统计方法进行介绍. 本文将介绍如何洞察现实世界的数据,以及如何在存在不确定性的情况下做出明智的决定. 统计数据分析…

Why are very few schools involved in deep learning research? Why are they still hooked on to Bayesian methods? First, this question assumes that every university should have a "deep learning" person.  Deep learning is mostly used in vision (and…

Common sense reduced to computation - Pierre-Simon, marquis de Laplace (1749–1827) Inventor of Bayesian inference 贝叶斯方法的逻辑十分接近人脑的思维:人脑的优势不是计算,在纯数值计算方面,可以说几十年前的计算器就已经超过人脑了. 人脑的核心能力在于推理,而记忆在推理中扮演了重要的角色,我们都是基于已知的常识来做出推理.贝叶斯推断也是如此,先验就是常识,在我们有了新的观测数据后,就可以…

Why do we make statistics so hard for our students? (Warning: long and slightly wonkish) If you’re like me, you’re continually frustrated by the fact that undergraduate students struggle to understand statistics. Actually, that’s putting it mildly: a…

from: http://www.metacademy.org/roadmaps/rgrosse/bayesian_machine_learning Created by: Roger Grosse(http://www.cs.toronto.edu/~rgrosse/) Intended for: beginning machine learning researchers, practitioners Bayesian statistics is a branch of statistics…

最近在学深度学习相关的东西,在网上搜集到了一些不错的资料,现在汇总一下: Free Online Books  by Yoshua Bengio, Ian Goodfellow and Aaron Courville Neural Networks and Deep Learning42 by Michael Nielsen Deep Learning27 by Microsoft Research Deep Learning Tutorial23 by LISA lab, University…

1. 3D分析 1.1. 3D Features toolset 工具 工具 描述 3D Features toolset (3D 要素工具集) Add Z Information 添加 Z 信息 添加关于具有 Z 值的要素类中的要素的高程属性的信息. Buffer 3D 3D 缓冲 围绕点或线创建三维缓冲区以生成球形或圆柱形的多面体要素. Difference 3D 3D 差异 消除目标要素类中部分与减法要素类中闭合的多面体要素体积重叠的多面体要素. Enclose Multipatch 封闭…

##机器学习(Machine Learning)&深度学习(Deep Learning)资料(Chapter 2)---#####注:机器学习资料[篇目一](https://github.com/ty4z2008/Qix/blob/master/dl.md)共500条,[篇目二](https://github.com/ty4z2008/Qix/blob/master/dl2.md)开始更新------#####希望转载的朋友**一定要保留原文链接**,因为这个项目还在继续也在不定期更新．希望看到…

https://www.quora.com/How-do-I-learn-machine-learning-1?redirected_qid=6578644   How Can I Learn X? Learning Machine Learning Learning About Computer Science Educational Resources Advice Artificial Intelligence How-to Question Learning New Things Lea…