2019年5月2日

机器学习技法笔记：Homework #8 kNN&RBF&k-Means相关习题

摘要：原文地址：https://www.jianshu.com/p/1db700f866ee 问题描述程序实现 kMeans.py coding:utf 8 from numpy import random from kNN_RBFN import def kMeans(t,k,dataArray): 阅读全文

posted @ 2019-05-02 23:09 cherrychenlee 阅读(238) 评论(0) 推荐(0)

机器学习技法笔记：16 Finale

摘要：原文地址：https://www.jianshu.com/p/4d86d36d6ec6 Roadmap Feature Exploitation Techniques Error Optimization Techniques Overfitting Elimination Techniques M 阅读全文

posted @ 2019-05-02 23:05 cherrychenlee 阅读(137) 评论(0) 推荐(0)

机器学习技法笔记：15 Matrix Factorization

摘要：原文地址：https://www.jianshu.com/p/51c725131851 Roadmap Linear Network Hypothesis Basic Matrix Factorization Stochastic Gradient Descent Summary of Extrac 阅读全文

posted @ 2019-05-02 22:59 cherrychenlee 阅读(149) 评论(0) 推荐(0)

机器学习技法笔记：14 Radial Basis Function Network

摘要：原文地址：https://www.jianshu.com/p/c517880ed9e4 Roadmap RBF Network Hypothesis RBF Network Learning k Means Algorithm k Means and RBF Network in Action Su 阅读全文

posted @ 2019-05-02 22:52 cherrychenlee 阅读(130) 评论(0) 推荐(0)

机器学习技法笔记：13 Deep Learning

摘要：原文地址：https://www.jianshu.com/p/ddd4deede329 Roadmap Deep Neural Network Autoencoder Denoising Autoencoder Principal Component Analysis Summary 阅读全文

posted @ 2019-05-02 22:44 cherrychenlee 阅读(105) 评论(0) 推荐(0)

机器学习技法笔记：Homework #7 Decision Tree&Random Forest相关习题

摘要：原文地址：https://www.jianshu.com/p/7ff6fd6fc99f 问题描述程序实现 13 15 coding:utf 8 decision_tree.py import numpy as np def ReadData(dataFile): with open(dataFil 阅读全文

posted @ 2019-05-02 21:49 cherrychenlee 阅读(197) 评论(0) 推荐(0)

机器学习技法笔记：12 Neural Network

摘要：原文地址：https://www.jianshu.com/p/7b828d3f5558 Roadmap Motivation Neural Network Hypothesis Neural Network Learning Optimization and Regularization Summa 阅读全文

posted @ 2019-05-02 21:44 cherrychenlee 阅读(130) 评论(0) 推荐(0)

机器学习技法笔记：11 Gradient Boosted Decision Tree

摘要：原文地址：https://www.jianshu.com/p/75856e7cfa88 Roadmap Adaptive Boosted Decision Tree Optimization View of AdaBoost Gradient Boosting Summary of Aggregat 阅读全文

posted @ 2019-05-02 21:36 cherrychenlee 阅读(139) 评论(0) 推荐(0)

机器学习技法笔记：10 Random Forest

摘要：原文地址：https://www.jianshu.com/p/65512ec5fdea Roadmap Random Forest Algorithm Out Of Bag Estimate Feature Selection Random Forest in Action Summary 阅读全文

posted @ 2019-05-02 21:02 cherrychenlee 阅读(144) 评论(0) 推荐(0)

机器学习技法笔记：09 Decision Tree

摘要：原文地址：https://www.jianshu.com/p/c697739bb171 Roadmap Decision Tree Hypothesis Decision Tree Algorithm Decision Tree Heuristics in C&RT Decision Tree in 阅读全文

posted @ 2019-05-02 20:50 cherrychenlee 阅读(125) 评论(0) 推荐(0)

机器学习技法笔记：Homework #6 AdaBoost&Kernel Ridge Regression相关习题

摘要：原文地址：http://www.jianshu.com/p/9bf9e2add795 AdaBoost 问题描述程序实现运行结果阅读全文

posted @ 2019-05-02 20:38 cherrychenlee 阅读(236) 评论(0) 推荐(0)

机器学习技法笔记：08 Adaptive Boosting

摘要：原文地址：https://www.jianshu.com/p/57b1964b7fdf Roadmap Motivation of Boosting Diversity by Re weighting Adaptive Boosting Algorithm Adaptive Boosting in 阅读全文

posted @ 2019-05-02 20:32 cherrychenlee 阅读(113) 评论(0) 推荐(0)

机器学习技法笔记：07 Blending and Bagging

摘要：原文地址：https://www.jianshu.com/p/36113fa117ca Roadmap Motivation of Aggregation Uniform Blending Linear and Any Blending Bagging (Bootstrap Aggregation) 阅读全文

posted @ 2019-05-02 20:20 cherrychenlee 阅读(127) 评论(0) 推荐(0)

机器学习技法笔记：06 Support Vector Regression

摘要：原文地址：https://www.jianshu.com/p/9cc214c5e1c8 Roadmap Kernel Ridge Regression Support Vector Regression Primal Support Vector Regression Dual Summary of 阅读全文

posted @ 2019-05-02 16:54 cherrychenlee 阅读(129) 评论(0) 推荐(0)

机器学习技法笔记：05 Kernel Logistic Regression

摘要：原文地址：https://www.jianshu.com/p/33555a48e824 Roadmap Soft Margin SVM as Regularized Model SVM versus Logistic Regression SVM for Soft Binary Classifica 阅读全文

posted @ 2019-05-02 16:53 cherrychenlee 阅读(97) 评论(0) 推荐(0)

机器学习技法笔记：Homework #5 特征变换&Soft-Margin SVM相关习题

摘要：原文地址：https://www.jianshu.com/p/6bf801bdc644 特征变换问题描述程序实现运行结果 Soft Margin SVM 问题描述程序实现运行结果阅读全文

posted @ 2019-05-02 16:52 cherrychenlee 阅读(206) 评论(0) 推荐(0)

机器学习技法笔记：04 Soft-Margin Support Vector Machine

摘要：原文地址：https://www.jianshu.com/p/77cc38ac060f Roadmap Motivation and Primal Problem Dual Problem Messages behind Soft Margin SVM Model Selection Summary 阅读全文

posted @ 2019-05-02 16:50 cherrychenlee 阅读(119) 评论(0) 推荐(0)

机器学习技法笔记：03 Kernel Support Vector Machine

摘要：原文地址：https://www.jianshu.com/p/c4d26878f950 Roadmap Kernel Trick Polynomial Kernel Gaussian Kernel Comparison of Kernels Summary 阅读全文

posted @ 2019-05-02 16:49 cherrychenlee 阅读(136) 评论(0) 推荐(0)

机器学习技法笔记：02 Dual Support Vector Machine、KKT

摘要：原文地址：https://www.jianshu.com/p/58259cdde0e1 Roadmap Motivation of Dual SVM Lagrange Dual SVM Solving Dual SVM Messages behind Dual SVM Summary 阅读全文

posted @ 2019-05-02 16:48 cherrychenlee 阅读(193) 评论(0) 推荐(0)

机器学习技法笔记：01 Linear Support Vector Machine

摘要：原文地址：https://www.jianshu.com/p/525c95bf23d4 Roadmap Course Introduction Large Margin Separating Hyperplane Standard Large Margin Problem Support Vecto 阅读全文

posted @ 2019-05-02 15:05 cherrychenlee 阅读(152) 评论(0) 推荐(0)

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2019年5月2日