Foundations of Data Science 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024

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Avrim Blum 作者

Cambridge University Press

譯者

2020 出版日期

432 頁數

0 價格

叢書系列

9781108485067 圖書編碼

Foundations of Data Science 在線電子書圖書標籤: 機器學習數據科學統計學數學 Data_Science Data_Mining Machine_Learning Clustering

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發表於2024-11-26

Foundations of Data Science 在線電子書 epub 下載 mobi 下載 pdf 下載 txt 下載 2024

Foundations of Data Science 在線電子書 epub 下載 pdf 下載 mobi 下載 txt 下載 2024

Foundations of Data Science 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024

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Foundations of Data Science 在線電子書 pdf 下載 txt下載 epub 下載 mobi 在線電子書下載

Foundations of Data Science 在線電子書圖書描述

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.

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