Name		Name	Last commit message	Last commit date
Latest commit History 2 Commits
02.1_Numerical_variables.ipynb		02.1_Numerical_variables.ipynb
02.2_Categorical_variables.ipynb		02.2_Categorical_variables.ipynb
02.3_Dates.ipynb		02.3_Dates.ipynb
02.4_Mixed_variables.ipynb		02.4_Mixed_variables.ipynb
02.5_Bonus_Learn_more_on_Lending_Club_dataset.ipynb		02.5_Bonus_Learn_more_on_Lending_Club_dataset.ipynb
03.1_Missing_values.ipynb		03.1_Missing_values.ipynb
03.2_Outliers.ipynb		03.2_Outliers.ipynb
03.3_Labels.ipynb		03.3_Labels.ipynb
03.4_Rare_values.ipynb		03.4_Rare_values.ipynb
03.5_Bonus_Machine_Learning_Algorithms_Overview.ipynb		03.5_Bonus_Machine_Learning_Algorithms_Overview.ipynb
03.6_Bonus_Additional_reading_resources_on_variable_problems.ipynb		03.6_Bonus_Additional_reading_resources_on_variable_problems.ipynb
04.1_Variable_magnitude.ipynb		04.1_Variable_magnitude.ipynb
04.2_Linear_assumption.ipynb		04.2_Linear_assumption.ipynb
04.3_Variable_distribution.ipynb		04.3_Variable_distribution.ipynb
04.4_Bonus_Additional_reading_resources.ipynb		04.4_Bonus_Additional_reading_resources.ipynb
05.1_Complete_Case_Analysis.ipynb		05.1_Complete_Case_Analysis.ipynb
05.2_Mean_and_median_imputation.ipynb		05.2_Mean_and_median_imputation.ipynb
05.3_Random_sample_imputation.ipynb		05.3_Random_sample_imputation.ipynb
05.4_Adding_a_variable_to_capture_NA.ipynb		05.4_Adding_a_variable_to_capture_NA.ipynb
05.5_End_of_distribution_imputation.ipynb		05.5_End_of_distribution_imputation.ipynb
05.6_Arbitrary_value_imputation.ipynb		05.6_Arbitrary_value_imputation.ipynb
06.1_Frequent_category_imputation.ipynb		06.1_Frequent_category_imputation.ipynb
06.2_Random_sample_imputation.ipynb		06.2_Random_sample_imputation.ipynb
06.3_Adding_a_variable_to_capture_NA.ipynb		06.3_Adding_a_variable_to_capture_NA.ipynb
06.4_Adding_a_category_to_capture_NA.ipynb		06.4_Adding_a_category_to_capture_NA.ipynb
07.1_Bonus_Overview_of_missing_ value_imputation_methods.ipynb		07.1_Bonus_Overview_of_missing_ value_imputation_methods.ipynb
07.2_Conclusion_when_to_use_each_NA_imputation_methods.ipynb		07.2_Conclusion_when_to_use_each_NA_imputation_methods.ipynb
08.1_Top_coding_bottom_coding_and_zero_coding.ipynb		08.1_Top_coding_bottom_coding_and_zero_coding.ipynb
09.1_Engineering_rare_values_1.ipynb		09.1_Engineering_rare_values_1.ipynb
09.2_Engineering_rare_values_2.ipynb		09.2_Engineering_rare_values_2.ipynb
09.3_Engineering_rare_values_3.ipynb		09.3_Engineering_rare_values_3.ipynb
09.4_Engineering_rare_values.ipynb		09.4_Engineering_rare_values.ipynb
10.10_Bonus_Additional_reading_resources.ipynb		10.10_Bonus_Additional_reading_resources.ipynb
10.1_One_hot_encoding.ipynb		10.1_One_hot_encoding.ipynb
10.2_One_hot_encoding_variables_with_many_labels.ipynb		10.2_One_hot_encoding_variables_with_many_labels.ipynb
10.3_Ordinal_numbering_encoding.ipynb		10.3_Ordinal_numbering_encoding.ipynb
10.4_Count_or_frequency_encoding.ipynb		10.4_Count_or_frequency_encoding.ipynb
10.5_Target_guided_ordinal_encoding.ipynb		10.5_Target_guided_ordinal_encoding.ipynb
10.6_Mean_encoding.ipynb		10.6_Mean_encoding.ipynb
10.7_Probability_ratio_encoding.ipynb		10.7_Probability_ratio_encoding.ipynb
10.8_Weight_of_evidence_WOE.ipynb		10.8_Weight_of_evidence_WOE.ipynb
10.9_Comparison_of_categorical_variable_encoding.ipynb		10.9_Comparison_of_categorical_variable_encoding.ipynb
11.1_Engineering_mixed_variables.ipynb		11.1_Engineering_mixed_variables.ipynb
12.1_Engineering_dates.ipynb		12.1_Engineering_dates.ipynb
13.1_Normalisation-Standarisation.ipynb		13.1_Normalisation-Standarisation.ipynb
13.2_Scaling_to_minimum_and_maximum_values.ipynb		13.2_Scaling_to_minimum_and_maximum_values.ipynb
13.3_Scaling_to_median_and_quantiles.ipynb		13.3_Scaling_to_median_and_quantiles.ipynb
14.1_Gaussian_transformations.ipynb		14.1_Gaussian_transformations.ipynb
15.1_Equal_frequency_discretisation.ipynb		15.1_Equal_frequency_discretisation.ipynb
15.2_Equal_width_discretisation.ipynb		15.2_Equal_width_discretisation.ipynb
15.3_Domain_knowledge_discretisation.ipynb		15.3_Domain_knowledge_discretisation.ipynb
15.4_Discretisation_with_Decision_Trees.ipynb		15.4_Discretisation_with_Decision_Trees.ipynb
15.5_Bonus_Additional_reading_resources.ipynb		15.5_Bonus_Additional_reading_resources.ipynb
16.2_Classification_I.ipynb		16.2_Classification_I.ipynb
16.3_Regression.ipynb		16.3_Regression.ipynb
README.md		README.md

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