Home » Programming » Python for Probability, Statistics, and Machine Learning

Python for Probability, Statistics, and Machine Learning

Python for Probability, Statistics, and Machine Learning

  • Author : José Unpingco
  • Year : 2016
  • Pages : 276
  • File size : 7.31 MB
  • File format : PDF
  • Category : Programming, Python

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.

Download eBook

eBooks in the same categorie :

Software Reading Techniques

Download free Software Reading Techniques eBook in PDF

This concise book teaches software professionals and software engineering students the full set of twenty software reading techniques to enhance their

Apache JMeter

Download free Apache JMeter eBook in PDF

Learn to load-test your website, test its functional behaviour, and measure its performance by implementing the features of JMeter. The ideal readers

Java XML and JSON

Download free Java XML and JSON eBook in PDF

This book describes the popular XML and JSON data-interchange languages. You’ll explore each language and learn how to parse/create XML-based d

Mastering IPython 4.0

Download free Mastering IPython 4.0 eBook in PDF

IPython is an interactive computational environment in which you can combine code execution, rich text, mathematics, plots, and rich media. This book

Pro Python 3, 3rd Edition

Download free Pro Python 3, 3rd Edition eBook in PDF

Refine your programming techniques and approaches to become a more productive and creative Python programmer. This book explores the concepts and feat

The Hitchhiker’s Guide to Python

Download free The Hitchhiker’s Guide to Python eBook in PDF

The Hitchhiker’s Guide to Python takes the journeyman Pythonista to true expertise. More than any other language, Python was created with the ph

Mastering Python Design Patterns

Download free Mastering Python Design Patterns eBook in PDF

Python is an object-oriented, scripting language that is used in wide range of categories. In software engineering, a design pattern is a recommended

Mastering Python Regular Expressions

Download free Mastering Python Regular Expressions eBook in PDF

Regular expressions are used by many text editors, utilities, and programming languages to search and manipulate text based on patterns. They are cons