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Feature Engineering for Modern Machine Learning with Scikit-Learn
book

Feature Engineering for Modern Machine Learning with Scikit-Learn

by Cuantum Technologies LLC
January 2025
Intermediate to advanced
436 pages
11h 10m
English
Packt Publishing
Content preview from Feature Engineering for Modern Machine Learning with Scikit-Learn

1.1 End-to-End Data Analysis: Healthcare Data

Healthcare data analysis is a cornerstone of modern medical practice, offering profound insights that can revolutionize patient care and healthcare systems. This section delves into a comprehensive analysis of a hypothetical healthcare dataset, rich with patient demographics, medical histories, and diagnostic information. Our objective is to unearth hidden trends, decipher complex patterns, and extract actionable insights that can significantly impact patient outcomes and shape healthcare policies.
The analysis we'll conduct is multifaceted, designed to provide a holistic view of the healthcare landscape. It encompasses:
  1. Data Understanding and Preparation: This crucial first step involves thoroughly ...
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Publisher Resources

ISBN: 9781837026715