Building Machine Learning Systems with Python Second Edition

Synopsis

Get more from your data through creating practical machine learning systems with Python

About This Book

Build your own Python-based machine learning systems tailored to solve any problem

Discover how Python offers a multiple context solution for create machine learning systems

Practical scenarios using the key Python machine learning libraries to successfully implement in your projects

Who This Book Is For

This book primarily targets Python developers who want to learn and use Python's machine learning capabilities and gain valuable insights from data to develop effective solutions for business problems.

What You Will Learn

Build a classification system that can be applied to text, images, or sounds

Use NumPy, SciPy, scikit-learn a “ scientific Python open source libraries for scientific computing and machine learning

Explore the mahotas library for image processing and computer vision

Build a topic model for the whole of Wikipedia

Employ Amazon Web Services to run analysis on the cloud

Debug machine learning problems

Get to grips with recommendations using basket analysis

Recommend products to users based on past purchases

In Detail

Using machine learning to gain deeper insights from data is a key skill required by modern application developers and analysts alike. Python is a wonderful language to develop machine learning applications. As a dynamic language, it allows for fast exploration and experimentation. With its excellent collection of open source machine learning libraries you can focus on the task at hand while being able to quickly try out many ideas.

This book shows you exactly how to find patterns in your raw data. You will start by brushing up on your Python machine learning knowledge and introducing libraries. You'll quickly get to grips with serious, real-world projects on datasets, using modeling, creating recommendation systems. Later on, the book covers advanced topics such as topic modeling, basket analysis, and cloud computing. These will extend your abilities and enable you to create large complex systems.

With this book, you gain the tools and understanding required to build your own systems, tailored to solve your real-world data analysis problems.

Copyright:

2015

Book Details

Book Quality:

Publisher Quality

ISBN-13:

9781784392772

Publisher:

Packt Publishing

Date of Addition:

01/09/19

Copyrighted By:

Packt Publishing

Adult content:

No

Language:

English

Has Image Descriptions:

No

Categories:

Nonfiction, Computers and Internet

Submitted By:

Bookshare Staff

Usage Restrictions:

This is a copyrighted book.