Python for Probability, Statistics, and Machine Learning

Python for Probability, Statistics, and Machine Learning

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.Explains how to simulate, conceptualize, and visualize random statistical processes and apply machine learning methods;Connects to key open-source Python communities and corresponding modules focused on the latest developments in this area;
Outlines probability, statistics, and machine learning concepts using an intuitive visual approach, backed up with corresponding visualization codes.

Download Now Read Online

Similar Free eBook

Python For Probability Statistics And Machine Learning


Python For Probability Statistics And Machine Learning Download Now Read Online

Author by : José Unpingco
Languange Used : en
Release Date : 2016-03-16
Publisher by : Springer






Python For Probability Statistics And Machine Learning


Python For Probability Statistics And Machine Learning Download Now Read Online

Author by : José Unpingco
Languange Used : en
Release Date : 2019-06-29
Publisher by : Springer






Python For Probability Statistics And Machine Learning


Python For Probability Statistics And Machine Learning Download Now Read Online

Author by : Josâe Unpingco
Languange Used : en
Release Date : 2019
Publisher by :






Python For Probability Statistics And Machine Learning


Python For Probability Statistics And Machine Learning Download Now Read Online

Author by : Josâe Unpingco
Languange Used : en
Release Date : 2019
Publisher by :






An Introduction To Statistics With Python


An Introduction To Statistics With Python Download Now Read Online

Author by : Thomas Haslwanter
Languange Used : en
Release Date : 2016-07-20
Publisher by : Springer






Probability For Statistics And Machine Learning


Probability For Statistics And Machine Learning Download Now Read Online

Author by : Anirban DasGupta
Languange Used : en
Release Date : 2011-05-17
Publisher by : Springer Science & Business Media






Statistics For Machine Learning


Statistics For Machine Learning Download Now Read Online

Author by : Pratap Dangeti
Languange Used : en
Release Date : 2017-07-21
Publisher by : Packt Publishing Ltd






Leave a Reply

Your email address will not be published. Required fields are marked *