scikit-learn Cookbook

Over 50 recipes to incorporate scikit-learn into every step of the data science pipeline, from feature extraction to model building and model evaluation



Bookstore > Books > scikit-learn Cookbook

Price$26.99 - $52.78
Rating
AuthorTrent Hauck
PublisherPackt Publishing
Published2014
Pages214
LanguageEnglish
FormatPaper book / ebook (PDF)
ISBN-101783989483
ISBN-139781783989485
EBook Hardcover Paperback

Python is quickly becoming the go-to language for analysts and data scientists due to its simplicity and flexibility, and within the Python data space, scikit-learn is the unequivocal choice for machine learning. Its consistent API and plethora of features help solve any machine learning problem it comes across.

The book starts by walking through different methods to prepare your data - be it a dataset with missing values or text columns that require the categories to be turned into indicator variables. After the data is ready, you'll learn different techniques aligned with different objectives - be it a dataset with known outcomes such as sales by state, or more complicated problems such as clustering similar customers. Finally, you'll learn how to polish your algorithm to ensure that it's both accurate and resilient to new datasets.





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