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Feature Engineering

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Overview

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Dive into a comprehensive video course on Feature Engineering, exploring its crucial role in optimizing machine learning models. Learn how to identify impactful parameters, create high-quality features, and master the art of feature engineering. Discover various techniques, understand correlation matrices, and explore underfitting and overfitting concepts. Gain practical experience through a hands-on Python demonstration, equipping you with essential skills for data analysts, scientists, and machine learning engineers.

Syllabus

- Introduction.
- Agenda.
- Introduction to Feature Engineering.
- Feature Engineering in Machine Engineering.
- Goal of Feature Engineering.
- Feature Engineering is an art.
- Process of Feature Engineering.
- Feature Engineering Techniques.
- Correlation Matrix.
- Underfitting and Fitting.
- Practical Demonstration using Python.
- Summary.

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