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Python Machine Learning Blueprints

You're reading from   Python Machine Learning Blueprints Put your machine learning concepts to the test by developing real-world smart projects

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Product type Paperback
Published in Jan 2019
Publisher Packt
ISBN-13 9781788994170
Length 378 pages
Edition 2nd Edition
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Authors (3):
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Michael Roman Michael Roman
Author Profile Icon Michael Roman
Michael Roman
Alexander Combs Alexander Combs
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Alexander Combs
Saurabh Chhajed Saurabh Chhajed
Author Profile Icon Saurabh Chhajed
Saurabh Chhajed
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Table of Contents (13) Chapters Close

Preface 1. The Python Machine Learning Ecosystem FREE CHAPTER 2. Build an App to Find Underpriced Apartments 3. Build an App to Find Cheap Airfares 4. Forecast the IPO Market Using Logistic Regression 5. Create a Custom Newsfeed 6. Predict whether Your Content Will Go Viral 7. Use Machine Learning to Forecast the Stock Market 8. Classifying Images with Convolutional Neural Networks 9. Building a Chatbot 10. Build a Recommendation Engine 11. What's Next? 12. Other Books You May Enjoy

Creating a supervised training set with Pocket

Before we can create a model of our taste in news articles, we need training data. This training data will be fed into our model in order to teach it to discriminate between the articles we'd be interested in and those we would not. To build this corpus, we will need to annotate a large number of articles to correspond to these interests. We'll label each article either y or n, indicating whether it is the type of article we would want to have sent to us in our daily digest or not.

To simplify this process, we'll use the Pocket app. Pocket is an application that allows you to save stories to read later. You simply install the browser extension, and then click on the Pocket icon in your browser's toolbar when you wish to save a story. The article is saved to your personal repository. One of the great features of...

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