Python for Probability, Statistics, and Machine Learning

• Main Author: Unpingco, José (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2016.
• Edition: 1st ed. 2016.
• Subjects: Engineering.; Mathematical statistics.; Data mining.; Statistics.; Applied mathematics.; Engineering mathematics.; Electrical engineering.; Communications Engineering, Networks.; Appl.Mathematics/Computational Methods of Engineering.; Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences.; Probability and Statistics in Computer Science.; Data Mining and Knowledge Discovery.

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...

Table of Contents:

• Getting Started with Scientific Python
• Probability
• Statistics
• Machine Learning
• Notation.