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Models Demystified: A Practical Guide from Linear Regression to Deep Learning

Models Demystified: A Practical Guide from Linear Regression to Deep Learning

Hardcover

Series: Chapman & Hall/CRC Data Science

Probability & Statistics

ISBN10: 1032582588
ISBN13: 9781032582580
Publisher: CRC Press
Published: Aug 14 2025
Pages: 474
Weight: 1.90
Height: 1.06 Width: 6.14 Depth: 9.21
Language: English

Unlock the Power of Data Science and Machine Learning

In this comprehensive guide, we delve into the world of data science, machine
learning, and AI modeling, providing readers with a robust foundation and practical skills to tackle real-world problems. From basic modeling techniques to advanced machine learning algorithms, this book covers a wide range of topics, ensuring that readers at all levels can benefit from its content. Each chapter is meticulously crafted to offer clear explanations, hands-on examples, and code snippets in both Python and R, making complex concepts accessible and actionable. Additional focus is placed on model interpretation and estimation, common data issues, modeling pitfalls to avoid, and best practices for modeling in general.

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Probability & Statistics