参考: 模式识别与机器学习(一):概率论.决策论.信息论 Decision Theory - Principles and Approaches 英文图书 What are the best beginners books about decision theory? - Quora Statistical Decision Theory 了解一些AI方面的前沿知识!!! 待续~…
---恢复内容开始--- ===================================================== A random variable's possible values might represent the possible outcomes of a yet-to-be-performed experiment, or the possible outcomes of a past experiment whose already-existing va…
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…
What: 就是将统计学算法作为理论,计算机作为工具,解决问题.statistic Algorithm. How: 如何成为菜鸟一枚? http://www.quora.com/How-can-a-beginner-train-for-machine-learning-contests 链接内容总结: "学习任何一门学科,framework是必不可少的东西.没有framework的东西,那是研究." -- Jason Hawk One thing is for sure; you ca…
Chapter 1 Introduction 1.1 What Is Machine Learning? To solve a problem on a computer, we need an algorithm. An algorithm is a sequence of instructions that should be carried out to transform the input to output. For example, one can devise an algori…
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…
Machine Learning Crash Course | Google Developers https://developers.google.com/machine-learning/crash-course/ Google's fast-paced, practical introduction to machine learning ML Concepts Introduction to Machine Learning As you'll discover, machine…
1. Increasing resources on the critical path activities may not always shorten the length of the project with the following reasons or examples .which may bring the LEAST influence to resource increase ? A certain activities are time dependent rather…
Active Learning Two Faces of Active Learning, Dasgupta, 2011 Active Learning Literature Survey, Settles, 2010 Applications A Survey of Emerging Approaches to Spam Filtering, Caruana, 2012 Ambient Intelligence: A Survey, Sadri, 2011 A Survey of Online…
100 Most Popular Machine Learning Video Talks 26971 views, 1:00:45, Gaussian Process Basics, David MacKay, 8 comments 7799 views, 3:08:32, Introduction to Machine Learning, Iain Murray 16092 views, 1:28:05, Introduction to Support Vector Machines, C…
Hi, Long time no see. Briefly, I plan to step into this new area, data analysis. In the past few years, I have tried Linux programming, device driver development, android application development and RF SOC development. Thus, "data analysis become my…
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…
1. P. H. Chen, C. J. Lin, and B. Schölkopf, A tutorial on ν-support vector machines, Appl. Stoch. Models. Bus. Ind. 2005, 21, 111-136. 2. A. J. Smola and B. Schölkopf, A tutorial on support vector regression, Stat. Comput. 2004, 14, 199-222. 3. V.…