Learning with Kernels pdf epub mobi txt 电子书下载 2024

☆☆☆☆☆
简体网页||繁体网页

Bernhard Schlkopf

The MIT Press

2001-12-15

648

USD 79.00

Hardcover

Adaptive Computation and Machine Learning

9780262194754

图书标签: 机器学习核方法 MachineLearning Kernels 支持向量机与核方法 kernel 数学支持向量机

喜欢 Learning with Kernels 的读者还喜欢

下载链接在页面底部

点击这里下载

facebook linkedin mastodon messenger pinterest reddit telegram twitter viber vkontakte whatsapp 复制链接

想要找书就要到小哈图书下载中心

qciss.net

立刻按 ctrl+D收藏本页

你会得到大惊喜!!

发表于2024-12-23

Learning with Kernels epub 下载 mobi 下载 pdf 下载 txt 电子书下载 2024

Learning with Kernels pdf epub mobi txt 电子书下载 2024

图书描述

In the 1990s, a new type of learning algorithm was developed, based on results from statistical learning theory: the Support Vector Machine (SVM). This gave rise to a new class of theoretically elegant learning machines that use a central concept of SVMs -- -kernels--for a number of learning tasks. Kernel machines provide a modular framework that can be adapted to different tasks and domains by the choice of the kernel function and the base algorithm. They are replacing neural networks in a variety of fields, including engineering, information retrieval, and bioinformatics.Learning with Kernels provides an introduction to SVMs and related kernel methods. Although the book begins with the basics, it also includes the latest research. It provides all of the concepts necessary to enable a reader equipped with some basic mathematical knowledge to enter the world of machine learning using theoretically well-founded yet easy-to-use kernel algorithms and to understand and apply the powerful algorithms that have been developed over the last few years.

Learning with Kernels 下载 mobi epub pdf txt 电子书

著者简介

图书目录

Learning with Kernels pdf epub mobi txt 电子书下载

想要找书就要到小哈图书下载中心

qciss.net

立刻按 ctrl+D收藏本页

你会得到大惊喜!!

用户评价

评分☆☆☆☆☆

比SLT写的易懂

评分☆☆☆☆☆

我觉得这本书的最大优势就是里面的notation都是数学家惯用的，看着太顺眼！再看看它的邻居TESL，里面的notation简直了！

评分☆☆☆☆☆

Everything about kernels, based on Smola's PhD thesis

评分☆☆☆☆☆

比SLT写的易懂

评分☆☆☆☆☆

Everything about kernels, based on Smola's PhD thesis

读后感

评分☆☆☆☆☆

Even it's been published for many years, the majority materials really provide a detail introduction of kernel methods........

评分☆☆☆☆☆

It is an excellent book about learning with kernels. Another issue related to kernels is learning kernels, not learning with kernels. Kernel learning has a long history in research and is important in SVM because it has pretty theoretical properties.

评分☆☆☆☆☆

This book is a good introductory material for kernel-based machine learning tools. The first part provides an reviews on the required mathematic tools in decision theory (risk and lost functions), statical learning theory and optimization theory. I strongly...

评分☆☆☆☆☆

Even it's been published for many years, the majority materials really provide a detail introduction of kernel methods........

评分☆☆☆☆☆

类似图书点击查看全场最低价

Learning with Kernels pdf epub mobi txt 电子书下载 2024