Foundations of Data Science 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024

☆☆☆☆☆
简体网页||繁体网页

Avrim Blum 作者

Cambridge University Press

译者

2020 出版日期

432 页数

0 价格

丛书系列

9781108485067 图书编码

Foundations of Data Science 在线电子书图书标签: 机器学习数据科学统计学数学 Data_Science Data_Mining Machine_Learning Clustering

喜欢 Foundations of Data Science 在线电子书的读者还喜欢

High-Dimensional Probability 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载

下载链接在页面底部

点击这里下载

想要找书就要到图书目录大全

book.wenda123.org

立刻按 ctrl+D收藏本页

你会得到大惊喜!!

发表于2024-12-24

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

Foundations of Data Science 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2024

Foundations of Data Science 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024

Foundations of Data Science 在线电子书用户评价

评分☆☆☆☆☆

Foundations of Data Science 在线电子书著者简介

Foundations of Data Science 在线电子书图书目录

Foundations of Data Science 在线电子书 pdf 下载 txt下载 epub 下载 mobi 在线电子书下载

Foundations of Data Science 在线电子书图书描述

Description Contents Resources Courses About the Authors

This book provides an introduction to the mathematical and algorithmic foundations of data science, including machine learning, high-dimensional geometry, and analysis of large networks. Topics include the counterintuitive nature of data in high dimensions, important linear algebraic techniques such as singular value decomposition, the theory of random walks and Markov chains, the fundamentals of and important algorithms for machine learning, algorithms and analysis for clustering, probabilistic models for large networks, representation learning including topic modelling and non-negative matrix factorization, wavelets and compressed sensing. Important probabilistic techniques are developed including the law of large numbers, tail inequalities, analysis of random projections, generalization guarantees in machine learning, and moment methods for analysis of phase transitions in large random graphs. Additionally, important structural and complexity measures are discussed such as matrix norms and VC-dimension. This book is suitable for both undergraduate and graduate courses in the design and analysis of algorithms for data.

Foundations of Data Science 在线电子书下载 mobi epub pdf txt 在线电子书下载

想要找书就要到图书目录大全

book.wenda123.org

立刻按 ctrl+D收藏本页

你会得到大惊喜!!