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Machine Learning for the Web

Machine Learning for the Web

By : Steve Essinger, Isoni
4.5 (27)
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Machine Learning for the Web

Machine Learning for the Web

4.5 (27)
By: Steve Essinger, Isoni

Overview of this book

Python is a general purpose and also a comparatively easy to learn programming language. Hence it is the language of choice for data scientists to prototype, visualize, and run data analyses on small and medium-sized data sets. This is a unique book that helps bridge the gap between machine learning and web development. It focuses on the difficulties of implementing predictive analytics in web applications. We focus on the Python language, frameworks, tools, and libraries, showing you how to build a machine learning system. You will explore the core machine learning concepts and then develop and deploy the data into a web application using the Django framework. You will also learn to carry out web, document, and server mining tasks, and build recommendation engines. Later, you will explore Python’s impressive Django framework and will find out how to build a modern simple web app with machine learning features.
Table of Contents (10 chapters)
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9
Index

Chapter 6. Getting Started with Django

Django is an open source web framework employed in commercial environments because it is easy to use, stable, and flexible (it takes advantage of the multiple libraries available in Python).

In this chapter, we will focus on the features that we think are crucial for managing and analyzing data in the framework. We also explain the main parts relevant to building an essential web application, but further details and information can be found online at https://docs.djangoproject.com or other sources. We will introduce the main parts of the framework with the basic concepts of a web server application (settings, models, and commands), the basics of HTML and the shell interface, and the general ideas of a REST framework interface and how it is implemented in Django (serializers, REST calls, and swagger). After a brief introduction of the HTTP GET and POST method for transferring data over the Internet, we start installing and creating a new server...

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