Foundations of Data Science 2024 pdf epub mobi 電子書 下載


Foundations of Data Science

簡體網頁||繁體網頁

Foundations of Data Science pdf epub mobi 著者簡介


Foundations of Data Science pdf epub mobi 圖書描述

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 2024 pdf epub mobi 電子書 下載

Foundations of Data Science pdf epub mobi 圖書目錄




點擊這裡下載
    


想要找書就要到 本本書屋
立刻按 ctrl+D收藏本頁
你會得到大驚喜!!

發表於2024-12-24

Foundations of Data Science 2024 pdf epub mobi 電子書 下載

Foundations of Data Science 2024 pdf epub mobi 電子書 下載

Foundations of Data Science 2024 pdf epub mobi 電子書 下載



喜欢 Foundations of Data Science 電子書 的读者还喜欢


Foundations of Data Science pdf epub mobi 讀後感

評分

評分

評分

評分

評分

類似圖書 點擊查看全場最低價
出版者:Cambridge University Press
作者:Avrim Blum
出品人:
頁數:432
譯者:
出版時間:2020
價格:0
裝幀:
isbn號碼:9781108485067
叢書系列:

圖書標籤: 機器學習  數據科學  統計學  數學  Data_Science  Data_Mining  Machine_Learning  Clustering   


Foundations of Data Science 2024 pdf epub mobi 電子書 下載
想要找書就要到 本本書屋
立刻按 ctrl+D收藏本頁
你會得到大驚喜!!

Foundations of Data Science pdf epub mobi 用戶評價

評分

評分

評分

評分

評分

Foundations of Data Science 2024 pdf epub mobi 電子書 下載


分享鏈接





相關圖書




本站所有內容均為互聯網搜索引擎提供的公開搜索信息,本站不存儲任何數據與內容,任何內容與數據均與本站無關,如有需要請聯繫相關搜索引擎包括但不限於百度google,bing,sogou

友情鏈接

© 2024 onlinetoolsland.com All Rights Reserved. 本本書屋 版權所有