Statistical learning is a branch of machine learning that is concerned with the statistical aspects of data analysis by means of machine learning algorithms. In the following, we present a leisurely introduction
为了给大家一个比较客观公正的建议,我特地去买了几本广受好评的机器学习入门书籍: An Introduction to Statistical Learning with Applications in R - Gareth J.et al. Python Machine Learning - Sebastian Raschka Programming Collective Intelligence (集体编程智慧) - Toby Segaran 机器学习 - 周志华 统计学习方法...
一、《An Introduction to Statistical Learning》统计学导论学习统计学可以从这本书入手《 An Introduction to Statistical Learning》. 1、作者介绍 作者:加雷斯·詹姆斯(Gareth James)James是南加州大学马歇…
[《An Introduction to Statistical Learning》的主要内容是什么?] 该书的主要内容涵盖了从基础概念到机器学习算法的广泛应用。它的主要章节包括: 1.线性回归:介绍了最简单的统计学习算法之一,线性回归。它解释了如何使用线性回归来建立一个模型,并使用最小二乘法来估计模型参数。 2.分类:介绍了分类问题和一些常用的...
As the scale and scope of data collection continue to increase across virtually all fields, statistical learning has become a critical toolkit for anyone who wishes to understand data.An Introduction to Statistical Learningprovides a broad and less technical treatment of key topics in statistical learn...
Springer Texts in Statistics(共118册),这套丛书还有 《Monte Carlo Statistical Methods》《Advanced Linear Modeling》《Optimization》《Applying Generalized Linear Models (Springer Texts in Statistics)》《Log-Linear Models and Logistic Regression》等。 喜欢读"An Introduction to Statistical Learning"的人也喜...
An Introduction to Statistical Learning 统计学习的导论.pdf,Springer Texts in Statistics Gareth James Daniela Witten Trevor Hastie Robert Tibshirani An Introduction to Statistical Learning with Applications in R Springer Texts in Statistics Series Editors
1 Introduction tools for understanding data tools can be classified as?supervised?or?unsupervised supervised statistical learning : statistical model for predicting, or estimating, an?output?based on inputs. unsupervised statistical learning:? inputs but?no supervising output 介绍三个数据库, To provide...
"An Introduction to Statistical Learning (ISL)" by James, Witten, Hastie and Tibshirani is the "how to'' manual for statistical learning. Inspired by "The Elements of Statistical Learning'' (Hastie, Tibshirani and Friedman), this book provides clear and intuitive guidance on how to implement ...
【英语一小时】译读 An Introduction to Statistical Learning(1) 小善乄 【英语一小时】译读 An Introduction to Statistical Learning(5) 小善乄 小善乄 1:06:48 【英语一小时】译读 An Introduction to Statistical Learning(2) 小善乄 【英语一小时】译读 An Introduction to Statistical Learning(3) ...