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Thoughtful Machine Learning with Python (Paperback)
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Thoughtful Machine Learning with Python (Paperback)
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Gain the confidence you need to apply machine learning in your
daily work. With this practical guide, author Matthew Kirk shows
you how to integrate and test machine learning algorithms in your
code, without the academic subtext. Featuring graphs and
highlighted code examples throughout, the book features tests with
Python's Numpy, Pandas, Scikit-Learn, and SciPy data science
libraries. If you're a software engineer or business analyst
interested in data science, this book will help you: Reference
real-world examples to test each algorithm through engaging,
hands-on exercises Apply test-driven development (TDD) to write and
run tests before you start coding Explore techniques for improving
your machine-learning models with data extraction and feature
development Watch out for the risks of machine learning, such as
underfitting or overfitting data Work with K-Nearest Neighbors,
neural networks, clustering, and other algorithms
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