Name [ DevCourseWeb.com ] Udemy - Feature Engineering for Machine Learning by Soledad Galli

File Type video

Size 3.03GB

UpdateDate 2024-6-27

hash *****80F8E5673A04A96C7259BA2E2563986145

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Files Get Bonus Downloads Here.url | 182B ~Get Your Files Here !/01 - Introduction/001 Course curriculum overview.mp4 | 49.62MB ~Get Your Files Here !/01 - Introduction/001 Course curriculum overview_en.srt | 6.95KB ~Get Your Files Here !/01 - Introduction/002 Course requirements.mp4 | 20.53MB ~Get Your Files Here !/01 - Introduction/002 Course requirements_en.srt | 3.45KB ~Get Your Files Here !/01 - Introduction/003 How to approach this course.html | 1.69KB ~Get Your Files Here !/01 - Introduction/004 Setting up your computer.html | 3.18KB ~Get Your Files Here !/01 - Introduction/005 Course material.mp4 | 5.81MB ~Get Your Files Here !/01 - Introduction/005 Course material_en.srt | 2.28KB ~Get Your Files Here !/01 - Introduction/006 Download Jupyter notebooks.html | 1019B ~Get Your Files Here !/01 - Introduction/007 Download datasets.html | 3.46KB ~Get Your Files Here !/01 - Introduction/008 Download presentations.html | 286B ~Get Your Files Here !/01 - Introduction/009 Moving forward.mp4 | 3.91MB ~Get Your Files Here !/01 - Introduction/009 Moving forward_en.srt | 2.48KB ~Get Your Files Here !/01 - Introduction/010 FAQ Data science, Python, datasets, presentations and more.html | 1.97KB ~Get Your Files Here !/01 - Introduction/loan.csv | 1.02MB ~Get Your Files Here !/01 - Introduction/sample_s2.csv | 9.94MB ~Get Your Files Here !/02 - Variable Types/001 Variables Intro.mp4 | 5.38MB ~Get Your Files Here !/02 - Variable Types/001 Variables Intro_en.srt | 3.50KB ~Get Your Files Here !/02 - Variable Types/002 Numerical variables.mp4 | 14.77MB ~Get Your Files Here !/02 - Variable Types/002 Numerical variables_en.srt | 7.03KB ~Get Your Files Here !/02 - Variable Types/003 Categorical variables.mp4 | 7.55MB ~Get Your Files Here !/02 - Variable Types/003 Categorical variables_en.srt | 4.59KB ~Get Your Files Here !/02 - Variable Types/004 Date and time variables.mp4 | 4.16MB ~Get Your Files Here !/02 - Variable Types/004 Date and time variables_en.srt | 2.46KB ~Get Your Files Here !/02 - Variable Types/005 Mixed variables.mp4 | 4.56MB ~Get Your Files Here !/02 - Variable Types/005 Mixed variables_en.srt | 2.83KB ~Get Your Files Here !/02 - Variable Types/005 sample-s2.csv | 9.94MB ~Get Your Files Here !/03 - Variable Characteristics/001 Variable characteristics.mp4 | 7.21MB ~Get Your Files Here !/03 - Variable Characteristics/001 Variable characteristics_en.srt | 3.55KB ~Get Your Files Here !/03 - Variable Characteristics/002 Missing data.mp4 | 21.49MB ~Get Your Files Here !/03 - Variable Characteristics/002 Missing data_en.srt | 8.98KB ~Get Your Files Here !/03 - Variable Characteristics/003 Cardinality - categorical variables.mp4 | 22.46MB ~Get Your Files Here !/03 - Variable Characteristics/003 Cardinality - categorical variables_en.srt | 6.38KB ~Get Your Files Here !/03 - Variable Characteristics/004 Rare labels - categorical variables.mp4 | 14.53MB ~Get Your Files Here !/03 - Variable Characteristics/004 Rare labels - categorical variables_en.srt | 6.23KB ~Get Your Files Here !/03 - Variable Characteristics/005 Linear models assumptions.mp4 | 41.46MB ~Get Your Files Here !/03 - Variable Characteristics/005 Linear models assumptions_en.srt | 10.90KB ~Get Your Files Here !/03 - Variable Characteristics/006 Linear model assumptions - additional reading resources (optional).html | 1.49KB ~Get Your Files Here !/03 - Variable Characteristics/007 Variable distribution.mp4 | 14.93MB ~Get Your Files Here !/03 - Variable Characteristics/007 Variable distribution_en.srt | 6.46KB ~Get Your Files Here !/03 - Variable Characteristics/008 Outliers.mp4 | 18.65MB ~Get Your Files Here !/03 - Variable Characteristics/008 Outliers_en.srt | 10.67KB ~Get Your Files Here !/03 - Variable Characteristics/009 Variable magnitude.mp4 | 7.41MB ~Get Your Files Here !/03 - Variable Characteristics/009 Variable magnitude_en.srt | 4.04KB ~Get Your Files Here !/03 - Variable Characteristics/010 ML-Comparison.pdf | 297.57KB ~Get Your Files Here !/03 - Variable Characteristics/010 Variable characteristics and machine learning models.html | 402B ~Get Your Files Here !/03 - Variable Characteristics/011 Additional reading resources.html | 4.51KB ~Get Your Files Here !/04 - Missing Data Imputation/001 Introduction to missing data imputation.mp4 | 17.87MB ~Get Your Files Here !/04 - Missing Data Imputation/001 Introduction to missing data imputation_en.srt | 5.21KB ~Get Your Files Here !/04 - Missing Data Imputation/002 Complete Case Analysis.mp4 | 39.23MB ~Get Your Files Here !/04 - Missing Data Imputation/002 Complete Case Analysis_en.srt | 8.63KB ~Get Your Files Here !/04 - Missing Data Imputation/003 Mean or median imputation.mp4 | 25.93MB ~Get Your Files Here !/04 - Missing Data Imputation/003 Mean or median imputation_en.srt | 10.30KB ~Get Your Files Here !/04 - Missing Data Imputation/004 Arbitrary value imputation.mp4 | 30.66MB ~Get Your Files Here !/04 - Missing Data Imputation/004 Arbitrary value imputation_en.srt | 8.78KB ~Get Your Files Here !/04 - Missing Data Imputation/005 End of distribution imputation.mp4 | 18.23MB ~Get Your Files Here !/04 - Missing Data Imputation/005 End of distribution imputation_en.srt | 6.13KB ~Get Your Files Here !/04 - Missing Data Imputation/006 Frequent category imputation.mp4 | 38.09MB ~Get Your Files Here !/04 - Missing Data Imputation/006 Frequent category imputation_en.srt | 8.60KB ~Get Your Files Here !/04 - Missing Data Imputation/007 Missing category imputation.mp4 | 23.41MB ~Get Your Files Here !/04 - Missing Data Imputation/007 Missing category imputation_en.srt | 5.02KB ~Get Your Files Here !/04 - Missing Data Imputation/008 Random sample imputation.mp4 | 87.64MB ~Get Your Files Here !/04 - Missing Data Imputation/008 Random sample imputation_en.srt | 18.21KB ~Get Your Files Here !/04 - Missing Data Imputation/009 Adding a missing indicator.mp4 | 14.68MB ~Get Your Files Here !/04 - Missing Data Imputation/009 Adding a missing indicator_en.srt | 6.92KB ~Get Your Files Here !/04 - Missing Data Imputation/010 Imputation with Scikit-learn.mp4 | 20.83MB ~Get Your Files Here !/04 - Missing Data Imputation/010 Imputation with Scikit-learn_en.srt | 5.12KB ~Get Your Files Here !/04 - Missing Data Imputation/011 Mean or median imputation with Scikit-learn.mp4 | 37.92MB ~Get Your Files Here !/04 - Missing Data Imputation/011 Mean or median imputation with Scikit-learn_en.srt | 6.52KB ~Get Your Files Here !/04 - Missing Data Imputation/012 Arbitrary value imputation with Scikit-learn.mp4 | 36.35MB ~Get Your Files Here !/04 - Missing Data Imputation/012 Arbitrary value imputation with Scikit-learn_en.srt | 6.39KB ~Get Your Files Here !/04 - Missing Data Imputation/013 Frequent category imputation with Scikit-learn.mp4 | 35.30MB ~Get Your Files Here !/04 - Missing Data Imputation/013 Frequent category imputation with Scikit-learn_en.srt | 6.73KB ~Get Your Files Here !/04 - Missing Data Imputation/014 Missing category imputation with Scikit-learn.mp4 | 19.97MB ~Get Your Files Here !/04 - Missing Data Imputation/014 Missing category imputation with Scikit-learn_en.srt | 3.56KB ~Get Your Files Here !/04 - Missing Data Imputation/015 Adding a missing indicator with Scikit-learn.mp4 | 23.27MB ~Get Your Files Here !/04 - Missing Data Imputation/015 Adding a missing indicator with Scikit-learn_en.srt | 4.64KB ~Get Your Files Here !/04 - Missing Data Imputation/016 Automatic determination of imputation method with Sklearn.mp4 | 65.39MB ~Get Your Files Here !/04 - Missing Data Imputation/016 Automatic determination of imputation method with Sklearn_en.srt | 9.24KB ~Get Your Files Here !/04 - Missing Data Imputation/017 Introduction to Feature-engine.mp4 | 26.89MB ~Get Your Files Here !/04 - Missing Data Imputation/017 Introduction to Feature-engine_en.srt | 8.34KB ~Get Your Files Here !/04 - Missing Data Imputation/018 Mean or median imputation with Feature-engine.mp4 | 31.73MB ~Get Your Files Here !/04 - Missing Data Imputation/018 Mean or median imputation with Feature-engine_en.srt | 5.49KB ~Get Your Files Here !/04 - Missing Data Imputation/019 Arbitrary value imputation with Feature-engine.mp4 | 25.11MB ~Get Your Files Here !/04 - Missing Data Imputation/019 Arbitrary value imputation with Feature-engine_en.srt | 3.78KB ~Get Your Files Here !/04 - Missing Data Imputation/020 End of distribution imputation with Feature-engine.mp4 | 26.03MB ~Get Your Files Here !/04 - Missing Data Imputation/020 End of distribution imputation with Feature-engine_en.srt | 5.81KB ~Get Your Files Here !/04 - Missing Data Imputation/021 Frequent category imputation with Feature-engine.mp4 | 5.25MB ~Get Your Files Here !/04 - Missing Data Imputation/021 Frequent category imputation with Feature-engine_en.srt | 1.98KB ~Get Your Files Here !/04 - Missing Data Imputation/022 Missing category imputation with Feature-engine.mp4 | 19.81MB ~Get Your Files Here !/04 - Missing Data Imputation/022 Missing category imputation with Feature-engine_en.srt | 3.80KB ~Get Your Files Here !/04 - Missing Data Imputation/023 Random sample imputation with Feature-engine.mp4 | 16.88MB ~Get Your Files Here !/04 - Missing Data Imputation/023 Random sample imputation with Feature-engine_en.srt | 2.86KB ~Get Your Files Here !/04 - Missing Data Imputation/024 Adding a missing indicator with Feature-engine.mp4 | 28.02MB ~Get Your Files Here !/04 - Missing Data Imputation/024 Adding a missing indicator with Feature-engine_en.srt | 4.88KB ~Get Your Files Here !/04 - Missing Data Imputation/025 CCA with Feature-engine.mp4 | 37.30MB ~Get Your Files Here !/04 - Missing Data Imputation/025 CCA with Feature-engine_en.srt | 8.46KB ~Get Your Files Here !/04 - Missing Data Imputation/026 NA-methods-Comparison.pdf | 273.81KB ~Get Your Files Here !/04 - Missing Data Imputation/026 Overview of missing value imputation methods.html | 339B ~Get Your Files Here !/04 - Missing Data Imputation/027 Conclusion when to use each missing data imputation method.html | 2.69KB ~Get Your Files Here !/05 - Multivariate Missing Data Imputation/001 Multivariate imputation.mp4 | 7.48MB ~Get Your Files Here !/05 - Multivariate Missing Data Imputation/001 Multivariate imputation_en.srt | 3.87KB ~Get Your Files Here !/05 - Multivariate Missing Data Imputation/002 KNN imputation.mp4 | 9.55MB ~Get Your Files Here !/05 - Multivariate Missing Data Imputation/002 KNN imputation_en.srt | 4.92KB ~Get Your Files Here !/05 - Multivariate Missing Data Imputation/003 KNN imputation - Demo.mp4 | 18.96MB ~Get Your Files Here !/05 - Multivariate Missing Data Imputation/003 KNN imputation - Demo_en.srt | 8.51KB ~Get Your Files Here !/05 - Multivariate Missing Data Imputation/004 MICE.mp4 | 15.42MB ~Get Your Files Here !/05 - Multivariate Missing Data Imputation/004 MICE_en.srt | 8.50KB ~Get Your Files Here !/05 - Multivariate Missing Data Imputation/005 missForest.mp4 | 2.43MB ~Get Your Files Here !/05 - Multivariate Missing Data Imputation/005 missForest_en.srt | 1.26KB ~Get Your Files Here !/05 - Multivariate Missing Data Imputation/006 MICE and missForest - Demo.mp4 | 27.70MB ~Get Your Files Here !/05 - Multivariate Missing Data Imputation/006 MICE and missForest - Demo_en.srt | 5.17KB ~Get Your Files Here !/05 - Multivariate Missing Data Imputation/007 Additional reading resources (Optional).html | 1.15KB ~Get Your Files Here !/06 - Categorical Variable Encoding/001 Categorical encoding Introduction.mp4 | 34.02MB ~Get Your Files Here !/06 - Categorical Variable Encoding/001 Categorical encoding Introduction_en.srt | 8.27KB ~Get Your Files Here !/06 - Categorical Variable Encoding/002 One hot encoding.mp4 | 13.69MB ~Get Your Files Here !/06 - Categorical Variable Encoding/002 One hot encoding_en.srt | 7.23KB ~Get Your Files Here !/06 - Categorical Variable Encoding/003 Important Feature-engine version 1.0.0.html | 1009B ~Get Your Files Here !/06 - Categorical Variable Encoding/004 One-hot-encoding Demo.mp4 | 85.90MB ~Get Your Files Here !/06 - Categorical Variable Encoding/004 One-hot-encoding Demo_en.srt | 18.05KB ~Get Your Files Here !/06 - Categorical Variable Encoding/005 One hot encoding of top categories.mp4 | 9.10MB ~Get Your Files Here !/06 - Categorical Variable Encoding/005 One hot encoding of top categories_en.srt | 3.57KB ~Get Your Files Here !/06 - Categorical Variable Encoding/006 One hot encoding of top categories Demo.mp4 | 53.90MB ~Get Your Files Here !/06 - Categorical Variable Encoding/006 One hot encoding of top categories Demo_en.srt | 9.90KB ~Get Your Files Here !/06 - Categorical Variable Encoding/007 Ordinal encoding Label encoding.mp4 | 4.87MB ~Get Your Files Here !/06 - Categorical Variable Encoding/007 Ordinal encoding Label encoding_en.srt | 2.08KB ~Get Your Files Here !/06 - Categorical Variable Encoding/008 Ordinal encoding Demo.mp4 | 49.50MB ~Get Your Files Here !/06 - Categorical Variable Encoding/008 Ordinal encoding Demo_en.srt | 9.89KB ~Get Your Files Here !/06 - Categorical Variable Encoding/009 Count or frequency encoding.mp4 | 6.87MB ~Get Your Files Here !/06 - Categorical Variable Encoding/009 Count or frequency encoding_en.srt | 3.85KB ~Get Your Files Here !/06 - Categorical Variable Encoding/010 Count encoding Demo.mp4 | 16.65MB ~Get Your Files Here !/06 - Categorical Variable Encoding/010 Count encoding Demo_en.srt | 5.32KB ~Get Your Files Here !/06 - Categorical Variable Encoding/011 Target guided ordinal encoding.mp4 | 7.02MB ~Get Your Files Here !/06 - Categorical Variable Encoding/011 Target guided ordinal encoding_en.srt | 3.39KB ~Get Your Files Here !/06 - Categorical Variable Encoding/012 Target guided ordinal encoding Demo.mp4 | 65.87MB ~Get Your Files Here !/06 - Categorical Variable Encoding/012 Target guided ordinal encoding Demo_en.srt | 9.77KB ~Get Your Files Here !/06 - Categorical Variable Encoding/013 Mean encoding.mp4 | 5.20MB ~Get Your Files Here !/06 - Categorical Variable Encoding/013 Mean encoding_en.srt | 2.92KB ~Get Your Files Here !/06 - Categorical Variable Encoding/014 Mean encoding Demo.mp4 | 36.23MB ~Get Your Files Here !/06 - Categorical Variable Encoding/014 Mean encoding Demo_en.srt | 6.58KB ~Get Your Files Here !/06 - Categorical Variable Encoding/015 Probability ratio encoding.mp4 | 22.57MB ~Get Your Files Here !/06 - Categorical Variable Encoding/015 Probability ratio encoding_en.srt | 7.21KB ~Get Your Files Here !/06 - Categorical Variable Encoding/016 Weight of evidence (WoE).mp4 | 10.04MB ~Get Your Files Here !/06 - Categorical Variable Encoding/016 Weight of evidence (WoE)_en.srt | 6.43KB ~Get Your Files Here !/06 - Categorical Variable Encoding/017 Weight of Evidence Demo.mp4 | 98.28MB ~Get Your Files Here !/06 - Categorical Variable Encoding/017 Weight of Evidence Demo_en.srt | 16.69KB ~Get Your Files Here !/06 - Categorical Variable Encoding/018 Comparison of categorical variable encoding.mp4 | 76.19MB ~Get Your Files Here !/06 - Categorical Variable Encoding/018 Comparison of categorical variable encoding_en.srt | 13.36KB ~Get Your Files Here !/06 - Categorical Variable Encoding/019 Rare label encoding.mp4 | 10.27MB ~Get Your Files Here !/06 - Categorical Variable Encoding/019 Rare label encoding_en.srt | 5.18KB ~Get Your Files Here !/06 - Categorical Variable Encoding/020 Rare label encoding Demo.mp4 | 60.59MB ~Get Your Files Here !/06 - Categorical Variable Encoding/020 Rare label encoding Demo_en.srt | 12.45KB ~Get Your Files Here !/06 - Categorical Variable Encoding/021 Binary encoding and feature hashing.mp4 | 13.80MB ~Get Your Files Here !/06 - Categorical Variable Encoding/021 Binary encoding and feature hashing_en.srt | 7.53KB ~Get Your Files Here !/06 - Categorical Variable Encoding/022 Summary table of encoding techniques.html | 312B ~Get Your Files Here !/06 - Categorical Variable Encoding/023 Additional reading resources.html | 2.37KB ~Get Your Files Here !/07 - Variable Transformation/001 Variable Transformation Introduction.mp4 | 9.28MB ~Get Your Files Here !/07 - Variable Transformation/001 Variable Transformation Introduction_en.srt | 5.59KB ~Get Your Files Here !/07 - Variable Transformation/002 Variable Transformation with Numpy and SciPy.mp4 | 42.45MB ~Get Your Files Here !/07 - Variable Transformation/002 Variable Transformation with Numpy and SciPy_en.srt | 8.72KB ~Get Your Files Here !/07 - Variable Transformation/003 Variable Transformation with Scikit-learn.mp4 | 44.49MB ~Get Your Files Here !/07 - Variable Transformation/003 Variable Transformation with Scikit-learn_en.srt | 8.01KB ~Get Your Files Here !/07 - Variable Transformation/004 Variable transformation with Feature-engine.mp4 | 21.61MB ~Get Your Files Here !/07 - Variable Transformation/004 Variable transformation with Feature-engine_en.srt | 4.37KB ~Get Your Files Here !/08 - Discretisation/001 Discretisation Introduction.mp4 | 15.45MB ~Get Your Files Here !/08 - Discretisation/001 Discretisation Introduction_en.srt | 3.45KB ~Get Your Files Here !/08 - Discretisation/002 Equal-width discretisation.mp4 | 9.05MB ~Get Your Files Here !/08 - Discretisation/002 Equal-width discretisation_en.srt | 4.50KB ~Get Your Files Here !/08 - Discretisation/003 Important Feature-engine v 1.0.0.html | 739B ~Get Your Files Here !/08 - Discretisation/004 Equal-width discretisation Demo.mp4 | 68.19MB ~Get Your Files Here !/08 - Discretisation/004 Equal-width discretisation Demo_en.srt | 12.75KB ~Get Your Files Here !/08 - Discretisation/005 Equal-frequency discretisation.mp4 | 9.38MB ~Get Your Files Here !/08 - Discretisation/005 Equal-frequency discretisation_en.srt | 4.88KB ~Get Your Files Here !/08 - Discretisation/006 Equal-frequency discretisation Demo.mp4 | 40.99MB ~Get Your Files Here !/08 - Discretisation/006 Equal-frequency discretisation Demo_en.srt | 7.99KB ~Get Your Files Here !/08 - Discretisation/007 K-means discretisation.mp4 | 8.42MB ~Get Your Files Here !/08 - Discretisation/007 K-means discretisation_en.srt | 4.69KB ~Get Your Files Here !/08 - Discretisation/008 K-means discretisation Demo.mp4 | 16.24MB ~Get Your Files Here !/08 - Discretisation/008 K-means discretisation Demo_en.srt | 3.19KB ~Get Your Files Here !/08 - Discretisation/009 Discretisation plus categorical encoding.mp4 | 5.91MB ~Get Your Files Here !/08 - Discretisation/009 Discretisation plus categorical encoding_en.srt | 2.95KB ~Get Your Files Here !/08 - Discretisation/010 Discretisation plus encoding Demo.mp4 | 33.97MB ~Get Your Files Here !/08 - Discretisation/010 Discretisation plus encoding Demo_en.srt | 6.54KB ~Get Your Files Here !/08 - Discretisation/011 Discretisation with classification trees.mp4 | 20.37MB ~Get Your Files Here !/08 - Discretisation/011 Discretisation with classification trees_en.srt | 5.80KB ~Get Your Files Here !/08 - Discretisation/012 Discretisation with decision trees using Scikit-learn.mp4 | 75.56MB ~Get Your Files Here !/08 - Discretisation/012 Discretisation with decision trees using Scikit-learn_en.srt | 13.74KB ~Get Your Files Here !/08 - Discretisation/013 Discretisation with decision trees using Feature-engine.mp4 | 24.84MB ~Get Your Files Here !/08 - Discretisation/013 Discretisation with decision trees using Feature-engine_en.srt | 4.38KB ~Get Your Files Here !/08 - Discretisation/014 Domain knowledge discretisation.mp4 | 18.93MB ~Get Your Files Here !/08 - Discretisation/014 Domain knowledge discretisation_en.srt | 4.18KB ~Get Your Files Here !/08 - Discretisation/015 Additional reading resources.html | 1.41KB ~Get Your Files Here !/09 - Outlier Handling/001 Outlier Engineering Intro.mp4 | 32.21MB ~Get Your Files Here !/09 - Outlier Handling/001 Outlier Engineering Intro_en.srt | 8.00KB ~Get Your Files Here !/09 - Outlier Handling/002 Outlier trimming.mp4 | 37.55MB ~Get Your Files Here !/09 - Outlier Handling/002 Outlier trimming_en.srt | 8.45KB ~Get Your Files Here !/09 - Outlier Handling/003 Outlier capping with IQR.mp4 | 41.03MB ~Get Your Files Here !/09 - Outlier Handling/003 Outlier capping with IQR_en.srt | 7.18KB ~Get Your Files Here !/09 - Outlier Handling/004 Outlier capping with mean and std.mp4 | 30.24MB ~Get Your Files Here !/09 - Outlier Handling/004 Outlier capping with mean and std_en.srt | 5.17KB ~Get Your Files Here !/09 - Outlier Handling/005 Outlier capping with quantiles.mp4 | 10.44MB ~Get Your Files Here !/09 - Outlier Handling/005 Outlier capping with quantiles_en.srt | 3.83KB ~Get Your Files Here !/09 - Outlier Handling/006 Arbitrary capping.mp4 | 15.08MB ~Get Your Files Here !/09 - Outlier Handling/006 Arbitrary capping_en.srt | 3.99KB ~Get Your Files Here !/09 - Outlier Handling/007 Important Feature-engine v1.0.0.html | 262B ~Get Your Files Here !/09 - Outlier Handling/008 Additional reading resources.html | 526B ~Get Your Files Here !/10 - Feature Scaling/001 Feature scaling Introduction.mp4 | 9.15MB ~Get Your Files Here !/10 - Feature Scaling/001 Feature scaling Introduction_en.srt | 4.71KB ~Get Your Files Here !/10 - Feature Scaling/002 Standardisation.mp4 | 11.64MB ~Get Your Files Here !/10 - Feature Scaling/002 Standardisation_en.srt | 6.71KB ~Get Your Files Here !/10 - Feature Scaling/003 Standardisation Demo.mp4 | 40.30MB ~Get Your Files Here !/10 - Feature Scaling/003 Standardisation Demo_en.srt | 5.67KB ~Get Your Files Here !/10 - Feature Scaling/004 Mean normalisation.mp4 | 8.67MB ~Get Your Files Here !/10 - Feature Scaling/004 Mean normalisation_en.srt | 5.04KB ~Get Your Files Here !/10 - Feature Scaling/005 Mean normalisation Demo.mp4 | 43.15MB ~Get Your Files Here !/10 - Feature Scaling/005 Mean normalisation Demo_en.srt | 6.52KB ~Get Your Files Here !/10 - Feature Scaling/006 Scaling to minimum and maximum values.mp4 | 7.48MB ~Get Your Files Here !/10 - Feature Scaling/006 Scaling to minimum and maximum values_en.srt | 3.85KB ~Get Your Files Here !/10 - Feature Scaling/007 MinMaxScaling Demo.mp4 | 24.91MB ~Get Your Files Here !/10 - Feature Scaling/007 MinMaxScaling Demo_en.srt | 3.54KB ~Get Your Files Here !/10 - Feature Scaling/008 Maximum absolute scaling.mp4 | 6.53MB ~Get Your Files Here !/10 - Feature Scaling/008 Maximum absolute scaling_en.srt | 3.36KB ~Get Your Files Here !/10 - Feature Scaling/009 MaxAbsScaling Demo.mp4 | 27.14MB ~Get Your Files Here !/10 - Feature Scaling/009 MaxAbsScaling Demo_en.srt | 4.57KB ~Get Your Files Here !/10 - Feature Scaling/010 Scaling to median and quantiles.mp4 | 6.85MB ~Get Your Files Here !/10 - Feature Scaling/010 Scaling to median and quantiles_en.srt | 3.24KB ~Get Your Files Here !/10 - Feature Scaling/011 Robust Scaling Demo.mp4 | 15.83MB ~Get Your Files Here !/10 - Feature Scaling/011 Robust Scaling Demo_en.srt | 2.44KB ~Get Your Files Here !/10 - Feature Scaling/012 Scaling to vector unit length.mp4 | 13.07MB ~Get Your Files Here !/10 - Feature Scaling/012 Scaling to vector unit length_en.srt | 6.80KB ~Get Your Files Here !/10 - Feature Scaling/013 Scaling to vector unit length Demo.mp4 | 44.81MB ~Get Your Files Here !/10 - Feature Scaling/013 Scaling to vector unit length Demo_en.srt | 6.19KB ~Get Your Files Here !/10 - Feature Scaling/014 Additional reading resources.html | 1.34KB ~Get Your Files Here !/11 - Engineering mixed variables/001 Engineering mixed variables.mp4 | 11.72MB ~Get Your Files Here !/11 - Engineering mixed variables/001 Engineering mixed variables_en.srt | 4.02KB ~Get Your Files Here !/11 - Engineering mixed variables/002 Engineering mixed variables Demo.mp4 | 39.48MB ~Get Your Files Here !/11 - Engineering mixed variables/002 Engineering mixed variables Demo_en.srt | 7.70KB ~Get Your Files Here !/12 - Engineering datetime variables/001 Engineering datetime variables.mp4 | 13.42MB ~Get Your Files Here !/12 - Engineering datetime variables/001 Engineering datetime variables_en.srt | 5.55KB ~Get Your Files Here !/12 - Engineering datetime variables/002 Engineering dates Demo.mp4 | 39.65MB ~Get Your Files Here !/12 - Engineering datetime variables/002 Engineering dates Demo_en.srt | 9.47KB ~Get Your Files Here !/12 - Engineering datetime variables/003 Engineering time variables and different timezones.mp4 | 23.89MB ~Get Your Files Here !/12 - Engineering datetime variables/003 Engineering time variables and different timezones_en.srt | 5.73KB ~Get Your Files Here !/13 - Assembling a feature engineering pipeline/001 Putting it all together.mp4 | 32.96MB ~Get Your Files Here !/13 - Assembling a feature engineering pipeline/001 Putting it all together_en.srt | 8.89KB ~Get Your Files Here !/13 - Assembling a feature engineering pipeline/002 Feature Engineering Pipeline.mp4 | 22.04MB ~Get Your Files Here !/13 - Assembling a feature engineering pipeline/002 Feature Engineering Pipeline_en.srt | 10.73KB ~Get Your Files Here !/13 - Assembling a feature engineering pipeline/003 Classification pipeline.mp4 | 76.61MB ~Get Your Files Here !/13 - Assembling a feature engineering pipeline/003 Classification pipeline_en.srt | 16.56KB ~Get Your Files Here !/13 - Assembling a feature engineering pipeline/004 Regression pipeline.mp4 | 101.08MB ~Get Your Files Here !/13 - Assembling a feature engineering pipeline/004 Regression pipeline_en.srt | 17.46KB ~Get Your Files Here !/13 - Assembling a feature engineering pipeline/005 Feature engineering pipeline with cross-validation.mp4 | 54.13MB ~Get Your Files Here !/13 - Assembling a feature engineering pipeline/005 Feature engineering pipeline with cross-validation_en.srt | 8.73KB ~Get Your Files Here !/13 - Assembling a feature engineering pipeline/006 More examples.html | 308B ~Get Your Files Here !/14 - Final section Next steps/001 Survey.html | 947B ~Get Your Files Here !/14 - Final section Next steps/002 Congratulations.html | 593B ~Get Your Files Here !/14 - Final section Next steps/003 Bonus lecture.html | 625B ~Get Your Files Here !/Bonus Resources.txt | 386B