🪢 Feature Engineering Repository

This repository contains various feature engineering techniques used in real-world machine learning projects.

It includes code examples, explanations, and use-cases for transforming raw data into meaningful features.

Name		Name	Last commit message	Last commit date
Latest commit History 8 Commits
01_Mean_imputation.py		01_Mean_imputation.py
02_Median_imputation.py		02_Median_imputation.py
03_Mode_imputation.py		03_Mode_imputation.py
04_Ffill_Bfill.py		04_Ffill_Bfill.py
05_Data_cleaning.py		05_Data_cleaning.py
06_fill_nan_with-0.py		06_fill_nan_with-0.py
07_remove_duplicates_colA.py		07_remove_duplicates_colA.py
08_One-Hot_encoding.py		08_One-Hot_encoding.py
09_One-Hot_using-drop_first.py		09_One-Hot_using-drop_first.py
10_Label_encoding.py		10_Label_encoding.py
11_Target_encoding.py		11_Target_encoding.py
12_Min-Max_scaling_1D-array.py		12_Min-Max_scaling_1D-array.py
13_Feature_scaling_minmaxscaler.py		13_Feature_scaling_minmaxscaler.py
14_Z_score_normalization.py		14_Z_score_normalization.py
15_Z_score_normalization_standard_scaler.py		15_Z_score_normalization_standard_scaler.py
16_Tokenization.py		16_Tokenization.py
17_Stemming.py		17_Stemming.py
18_Lemmatization.py		18_Lemmatization.py
19_Text-to-Bags-of-words.py		19_Text-to-Bags-of-words.py
20_TF-IDF-representation.py		20_TF-IDF-representation.py
21_flip-horizon-L-R.py		21_flip-horizon-L-R.py
22_flip-vertically-T-B.py		22_flip-vertically-T-B.py
23_polynomial.py		23_polynomial.py
24_equal-width-binning.py		24_equal-width-binning.py
25_equal-frequency-binning.py		25_equal-frequency-binning.py
26_domain-based-binning.py		26_domain-based-binning.py
README.md		README.md

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