Python for Probability, Statistics, and Machine Learning 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024


Python for Probability, Statistics, and Machine Learning

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José Unpingco 作者
Springer
譯者
2016-4-12 出版日期
276 頁數
USD 112.55 價格
Hardcover
叢書系列
9783319307152 圖書編碼

Python for Probability, Statistics, and Machine Learning 在線電子書 圖書標籤: Python  機器學習  數據挖掘  Programming  數據科學  DM  CS   


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發表於2024-12-27

Python for Probability, Statistics, and Machine Learning 在線電子書 epub 下載 mobi 下載 pdf 下載 txt 下載 2024

Python for Probability, Statistics, and Machine Learning 在線電子書 epub 下載 pdf 下載 mobi 下載 txt 下載 2024

Python for Probability, Statistics, and Machine Learning 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024



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Python for Probability, Statistics, and Machine Learning 在線電子書 著者簡介


Python for Probability, Statistics, and Machine Learning 在線電子書 著者簡介


Python for Probability, Statistics, and Machine Learning 在線電子書 pdf 下載 txt下載 epub 下載 mobi 在線電子書下載

Python for Probability, Statistics, and Machine Learning 在線電子書 圖書描述

This book covers the key ideas that link probability, statistics, and machine learning illustrated using Python modules in these areas. The entire text, including all the figures and numerical results, is reproducible using the Python codes and their associated Jupyter/IPython notebooks, which are provided as supplementary downloads. The author develops key intuitions in machine learning by working meaningful examples using multiple analytical methods and Python codes, thereby connecting theoretical concepts to concrete implementations. Modern Python modules like Pandas, Sympy, and Scikit-learn are applied to simulate and visualize important machine learning concepts like the bias/variance trade-off, cross-validation, and regularization. Many abstract mathematical ideas, such as convergence in probability theory, are developed and illustrated with numerical examples. This book is suitable for anyone with an undergraduate-level exposure to probability, statistics, or machine learning and with rudimentary knowledge of Python programming.

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