Feature Encoding in Machine Learning | Label Encoding | One-Hot Encoding | Frequency Encoding
What is Feature Encoding in Machine Learning and why does it matter so much for Data Analysts and Data Scientists?
In this video, you’ll learn everything you need to know about Feature Encoding, a crucial step in data preprocessing that transforms categorical data into numerical form, helping machine learning models understand and learn from it effectively.
🧠 What You’ll Learn:
00:00 What is Feature Encoding in Machine Learning
01:49 Label Encoding
02:58 One-Hot Encoding
05:02 Frequency Encoding
06:54 Target Encoding
10:09 When to use which encoding technique
11:38 Implementation using Python & Pandas
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