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Video of What is feature engineering Feature Engineering Tutorial Python # 1 in Machine Learning course by codebasics channel, video No. 39 free certified online
Feature engineering is an important area in the field of machine learning and data analysis. It helps in data cleaning process where data scientists and analysts spend most of their time on. Here are few examples of feature engineering techniques,
1) Outlier detection and removal
2) One hot encoding
3) Log transform
4) Dimensionality reduction using principal component analysis (a.k.a. PCA)
5) Handling missing values
6) Scaling
In this video we will understand what is feature engineering by going over simple house price prediction example. This is a beginning of a tutorial series on feature engineering techniques.
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Feature Engineering Tutorial Python Playlist: https://www.youtube.com/watch?vpYVScuY-GPk&listPLeo1K3hjS3ut5olrDIeVXk9N3Q7mKhDxO
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