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timebeginner level
A Beginner's Guide to Feature Engineering
time3-4hrs
diplomasdiploma
Engineering & Construction
Feature engineering involves a set of techniques that make data from machine learning algorithms more meaningful. In this course, we have introduced you to this technique, its role in machine learning, and its various crucial processes. You will also learn the ways of selecting and extracting out the most meaningful data for your algorithm. You will also learn how feature engineering can be applied in real-world situations.
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A Beginner's Guide to Feature Engineering
Learn about the basics of feature engineering, its essential processes, and its role in machine learning.
Feature engineering involves a set of techniques that make data from machine learning algorithms more meaningful. In this course, we have introduced you to this technique, its role in machine learning, and its various crucial processes. You will also learn the ways of selecting and extracting out the most meaningful data for your algorithm. You will also learn how feature engineering can be applied in real-world situations.
Course description
Course module
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Module 1
7 Lessons
The Basics of Feature Engineering
This module introduces you to feature engineering and its related processes. Some of the well-renowned tools that you can use in this field are also mentioned. The module also describes important processes involved in feature engineering and their application in the real world.
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1.Learning Outcomes
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2.An Introduction to Feature Engineering
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3.Important Techniques in Feature Engineering
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4.How to Select the Right Features?
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5.Essential Processes of Feature Engineering
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6.Feature Engineering - Real World Examples
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7.Lesson Summary
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Module 2
1 Lessons
Course assessment
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