常用的数据挖掘&机器学习知识(点) Basis(基础): MSE(MeanSquare Error 均方误差),LMS(Least MeanSquare 最小均方),LSM(Least Square Methods 最小二乘法),MLE(Maximum LikelihoodEstimation最大似然估计),QP(QuadraticProgramming 二次规划), CP(ConditionalProbability条件概率),JP(Joint Probability 联合概率),MP(Mar…

Link: Neural Networks for Machine Learning - 多伦多大学 Link: Hinton的CSC321课程笔记1 Link: Hinton的CSC321课程笔记2 一年后再看课程,亦有收获,虽然看似明白,但细细推敲其实能挖掘出很多深刻的内容:以下为在线课程以及该笔记的课程重难点总结. Lecture 01 增强学习: (这是ng的拿手好戏,他做无人直升机可是做了好久)增强学习的输出是一个动作或者一系列的动作,通过与实际的场合下的环境互动来决定动作,增强学习的…

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…

读博从报道那天算起到现在已经3个多月了,这段时间以来和博导总共见过两次面,寥寥数语的见面要我对剩下的几年读书生活没有了太多的期盼,有些事情一直想去做却总是打不起来精神,最后挣扎一下还是决定把和博导开学后的交代记录下来,这也算是为日后留档吧. 交代如下: 1. 以月为单位,读文章,阐述原理,读一些有关联性的文章: 2. 综述报告, 要表现出问题的现状,并预测未来的发展方向: 3. 选题报告, 要写哪些题目可以写,哪里题目值得研究,要有条理,其原因用一.二.三点这样的标号来表示: 4. 实现报告,…

NLP related basic knowledge with deep learning methods  2017-06-22   First things first >>>>>>>>>>>>>>>>>>>>>>>> Some great blogs: 1. https://github.com/udacity/deep-learning/blob/mas…

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…

Machine Learning for Developers Most developers these days have heard of machine learning, but when trying to find an 'easy' way into this technique, most people find themselves getting scared off by the abstractness of the concept of Machine Learnin…

Machine learning is a branch in computer science that studies the design of algorithms that can learn. Typical machine learning tasks are concept learning, function learning or “predictive modeling”, clustering and finding predictive patterns. These…

Getting started with machine learning in Python Machine learning is a field that uses algorithms to learn from data and make predictions. Practically, this means that we can feed data into an algorithm, and use it to make predictions about what might…

Python Tools for Machine Learning Python is one of the best programming languages out there, with an extensive coverage in scientific computing: computer vision, artificial intelligence, mathematics, astronomy to name a few. Unsurprisingly, this hold…