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You're reading from  The Machine Learning Workshop - Second Edition

Product typeBook
Published inJul 2020
Reading LevelIntermediate
PublisherPackt
ISBN-139781839219061
Edition2nd Edition
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Hyatt Saleh
Hyatt Saleh
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Hyatt Saleh

Hyatt Saleh discovered the importance of data analysis for understanding and solving real-life problems after graduating from college as a business administrator. Since then, as a self-taught person, she not only works as a machine learning freelancer for many companies globally, but has also founded an artificial intelligence company that aims to optimize everyday processes. She has also authored Machine Learning Fundamentals, by Packt Publishing.
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Exploring the Dataset

Real-life applications are crucial for cementing knowledge. Therefore, this chapter consists of a real-life case study involving a classification task, where the key steps that you learned about in the previous chapter will be applied in order to select the best performing model.

To accomplish this, the Census Income dataset will be used, which is available at the UC Irvine Machine Learning Repository.

Note

The dataset that will be used in the following section, as well as in this chapter's activities, can be found in this book's GitHub repository at https://packt.live/2xUGShx.

Citation: Dua, D. and Graff, C. (2019). UCI Machine Learning Repository [http://archive.ics.uci.edu/ml]. Irvine, CA: University of California, School of Information and Computer Science.

You can download the dataset from this book's GitHub repository. Alternatively, to download the dataset from the original source, follow these steps:

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The Machine Learning Workshop - Second Edition
Published in: Jul 2020Publisher: PacktISBN-13: 9781839219061

Author (1)

author image
Hyatt Saleh

Hyatt Saleh discovered the importance of data analysis for understanding and solving real-life problems after graduating from college as a business administrator. Since then, as a self-taught person, she not only works as a machine learning freelancer for many companies globally, but has also founded an artificial intelligence company that aims to optimize everyday processes. She has also authored Machine Learning Fundamentals, by Packt Publishing.
Read more about Hyatt Saleh