Python for Probability,Statistics,and Machine Learning

Python for Probability,Statistics,and Machine Learning
Python for Probability,Statistics,and Machine Learning
by 作者: José Unpingco
ISBN-10 书号: 3319307150
ISBN-13 书号: 9783319307152
Edition 版本: 1st ed. 2016
Released: 2016-03-17
Pages: 276


Book Description
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.
Contents
Chapter 1 Getting Started with Scientific Python
Chapter 2 Probability
Chapter 3 Statistics
Chapter 4 Machine Learning

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