[ FreeCourseWeb.com ] Udemy - Data Cleansing Master Class in Python

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[ FreeCourseWeb.com ] Udemy - Data Cleansing Master Class in Python

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收录时间：2024-04-22
最近下载：2025-10-27

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文件列表

  • ~Get Your Files Here !/02 Foundations/007 Machine Learning is Mostly Data Preparation.mp4 42.9 MB
  • ~Get Your Files Here !/02 Foundations/001 Introducing Data Preparation.mp4 38.2 MB
  • ~Get Your Files Here !/06 Advanced Transforms/006 Challenge of Preparing New Data for a Model.mp4 35.7 MB
  • ~Get Your Files Here !/02 Foundations/003 Data Preparation Defined.mp4 31.7 MB
  • ~Get Your Files Here !/04 Feature Selection/019 Recursive Feature Elimination.mp4 29.3 MB
  • ~Get Your Files Here !/04 Feature Selection/024 Feature Importance Scores Defined.mp4 27.5 MB
  • ~Get Your Files Here !/05 Data Transforms/008 Nominal and Ordinal Variables.mp4 27.2 MB
  • ~Get Your Files Here !/02 Foundations/004 Choosing a Data Preparation Technique.mp4 27.2 MB
  • ~Get Your Files Here !/02 Foundations/014 Problem With Naïve Data Preparation.mp4 26.1 MB
  • ~Get Your Files Here !/01 Introduction/002 Course Structure.mp4 25.0 MB
  • ~Get Your Files Here !/03 Data Cleansing/010 Mark Missing Values.mp4 23.8 MB
  • ~Get Your Files Here !/07 Dimensionality Reduction/005 Principal Component Analysis.mp4 23.7 MB
  • ~Get Your Files Here !/01 Introduction/001 Course Introduction.mp4 23.7 MB
  • ~Get Your Files Here !/02 Foundations/008 Common Data Preparation Tasks - Data Cleansing.mp4 22.8 MB
  • ~Get Your Files Here !/02 Foundations/011 Common Data Preparation Tasks - Feature Engineering.mp4 22.6 MB
  • ~Get Your Files Here !/05 Data Transforms/019 Polynomial Features.mp4 21.7 MB
  • ~Get Your Files Here !/05 Data Transforms/020 Polynomial Transform on Sonar Dataset.mp4 21.6 MB
  • ~Get Your Files Here !/02 Foundations/006 Raw Data.mp4 21.5 MB
  • ~Get Your Files Here !/06 Advanced Transforms/005 Automatically Transform Target Variable.mp4 21.4 MB
  • ~Get Your Files Here !/04 Feature Selection/018 Tuning Number of Selected Features.mp4 21.3 MB
  • ~Get Your Files Here !/03 Data Cleansing/001 Data Cleansing Overview.mp4 21.0 MB
  • ~Get Your Files Here !/04 Feature Selection/001 Feature Selection Introduction.mp4 20.5 MB
  • ~Get Your Files Here !/07 Dimensionality Reduction/004 Linear Discriminant Analysis Demonstrated.mp4 19.5 MB
  • ~Get Your Files Here !/03 Data Cleansing/009 Automatic Outlier Detection.mp4 19.5 MB
  • ~Get Your Files Here !/03 Data Cleansing/007 Remove Outliers - The Standard Deviation Approach.mp4 19.4 MB
  • ~Get Your Files Here !/04 Feature Selection/020 RFE for Classification.mp4 19.4 MB
  • ~Get Your Files Here !/02 Foundations/005 What is Data in Machine Learning_.mp4 18.7 MB
  • ~Get Your Files Here !/04 Feature Selection/009 Feature Selection with ANOVA on Numerical Input.mp4 18.1 MB
  • ~Get Your Files Here !/05 Data Transforms/013 OrdinalEncoder Transform on Breast Cancer Dataset.mp4 18.0 MB
  • ~Get Your Files Here !/03 Data Cleansing/016 K-Nearest Neighbors Imputation.mp4 17.7 MB
  • ~Get Your Files Here !/02 Foundations/015 Case Study_ Data Leakage_ Train_Test_Split Naïve Approach.mp4 17.3 MB
  • ~Get Your Files Here !/05 Data Transforms/005 Robust Scaling Data.mp4 17.3 MB
  • ~Get Your Files Here !/03 Data Cleansing/013 Mean Value Imputation.mp4 16.7 MB
  • ~Get Your Files Here !/03 Data Cleansing/005 Identify and Remove Rows That Contain Duplicate Data.mp4 16.4 MB
  • ~Get Your Files Here !/04 Feature Selection/029 Feature Selection with Importance.mp4 16.2 MB
  • ~Get Your Files Here !/06 Advanced Transforms/007 Save Model and Data Scaler.mp4 16.0 MB
  • ~Get Your Files Here !/03 Data Cleansing/008 Remove Outliers - The IQR Approach.mp4 15.6 MB
  • ~Get Your Files Here !/04 Feature Selection/012 Tuning Number of Selected Features.mp4 15.1 MB
  • ~Get Your Files Here !/03 Data Cleansing/006 Defining Outliers.mp4 15.1 MB
  • ~Get Your Files Here !/02 Foundations/017 Case Study_ Data Leakage_ K-Fold Naïve Approach.mp4 15.0 MB
  • ~Get Your Files Here !/02 Foundations/002 The Machine Learning Process.mp4 15.0 MB
  • ~Get Your Files Here !/04 Feature Selection/026 Feature Importance Scores_ Logistic Regression and CART.mp4 14.9 MB
  • ~Get Your Files Here !/04 Feature Selection/008 Modeling with Selected Categorical Features.mp4 14.8 MB
  • ~Get Your Files Here !/03 Data Cleansing/018 Iterative Imputation.mp4 14.5 MB
  • ~Get Your Files Here !/04 Feature Selection/025 Feature Importance Scores_ Linear Regression.mp4 13.9 MB
  • ~Get Your Files Here !/06 Advanced Transforms/004 Manually Transform Target Variable.mp4 13.9 MB
  • ~Get Your Files Here !/04 Feature Selection/016 Baseline and Model Built Using Correlation.mp4 13.8 MB
  • ~Get Your Files Here !/06 Advanced Transforms/003 The ColumnTransformer on Abalone Dataset.mp4 13.7 MB
  • ~Get Your Files Here !/07 Dimensionality Reduction/002 Techniques for Dimensionality Reduction.mp4 13.6 MB
  • ~Get Your Files Here !/03 Data Cleansing/017 KNNImputer and Model Evaluation.mp4 13.5 MB
  • ~Get Your Files Here !/02 Foundations/018 Case Study_ Data Leakage_ K-Fold Correct Approach.mp4 13.4 MB
  • ~Get Your Files Here !/04 Feature Selection/022 RFE Hyperparameters.mp4 12.6 MB
  • ~Get Your Files Here !/03 Data Cleansing/003 Identify Columns with Few Values.mp4 12.6 MB
  • ~Get Your Files Here !/05 Data Transforms/017 Box-Cox on Sonar Dataset.mp4 12.3 MB
  • ~Get Your Files Here !/03 Data Cleansing/004 Remove Columns with Low Variance.mp4 11.7 MB
  • ~Get Your Files Here !/04 Feature Selection/023 Feature Ranking for RFE.mp4 11.5 MB
  • ~Get Your Files Here !/05 Data Transforms/016 Power Transform on Sonar Dataset.mp4 11.4 MB
  • ~Get Your Files Here !/04 Feature Selection/015 Linear Correlation with Mutual Information.mp4 11.4 MB
  • ~Get Your Files Here !/04 Feature Selection/028 Permutation Feature Importance.mp4 11.3 MB
  • ~Get Your Files Here !/06 Advanced Transforms/002 The ColumnTransformer.mp4 11.0 MB
  • ~Get Your Files Here !/05 Data Transforms/004 StandardScaler Transform.mp4 11.0 MB
  • ~Get Your Files Here !/04 Feature Selection/004 Loading a Categorical Dataset.mp4 10.8 MB
  • ~Get Your Files Here !/03 Data Cleansing/011 Remove Rows with Missing Values.mp4 10.5 MB
  • ~Get Your Files Here !/04 Feature Selection/014 Linear Correlation with Correlation Statistics.mp4 10.4 MB
  • ~Get Your Files Here !/04 Feature Selection/011 Modeling with Selected Numerical Features.mp4 10.1 MB
  • ~Get Your Files Here !/05 Data Transforms/018 Yeo-Johnson on Sonar Dataset.mp4 10.1 MB
  • ~Get Your Files Here !/02 Foundations/016 Case Study_ Data Leakage_ Train_Test_Split Correct Approach.mp4 10.0 MB
  • ~Get Your Files Here !/04 Feature Selection/003 Statistics for Feature Selection.mp4 10.0 MB
  • ~Get Your Files Here !/04 Feature Selection/005 Encode the Dataset for Modeling.mp4 9.9 MB
  • ~Get Your Files Here !/04 Feature Selection/021 RFE for Regression.mp4 9.9 MB
  • ~Get Your Files Here !/03 Data Cleansing/015 Compare Different Statistical Imputation Strategies.mp4 9.7 MB
  • ~Get Your Files Here !/05 Data Transforms/003 MinMaxScaler Transform.mp4 9.4 MB
  • ~Get Your Files Here !/06 Advanced Transforms/001 Transforming Different Data Types.mp4 9.3 MB
  • ~Get Your Files Here !/02 Foundations/013 Data Leakage.mp4 9.2 MB
  • ~Get Your Files Here !/04 Feature Selection/013 Select Features for Numerical Output.mp4 9.2 MB
  • ~Get Your Files Here !/05 Data Transforms/002 Diabetes Dataset for Scaling.mp4 9.1 MB
  • ~Get Your Files Here !/05 Data Transforms/015 Power Transform on Contrived Dataset.mp4 9.0 MB
  • ~Get Your Files Here !/05 Data Transforms/006 Robust Scaler Applied to Dataset.mp4 8.8 MB
  • ~Get Your Files Here !/03 Data Cleansing/020 IterativeImputer and Different Imputation Order.mp4 8.8 MB
  • ~Get Your Files Here !/02 Foundations/009 Common Data Preparation Tasks - Feature Selection.mp4 8.3 MB
  • ~Get Your Files Here !/07 Dimensionality Reduction/003 Linear Discriminant Analysis.mp4 8.0 MB
  • ~Get Your Files Here !/03 Data Cleansing/014 Simple Imputer with Model Evaluation.mp4 7.9 MB
  • ~Get Your Files Here !/03 Data Cleansing/002 Identify Columns That Contain a Single Value.mp4 7.9 MB
  • ~Get Your Files Here !/05 Data Transforms/021 Effect of Polynomial Degrees.mp4 7.8 MB
  • ~Get Your Files Here !/04 Feature Selection/010 Feature Selection with Mutual Information.mp4 7.6 MB
  • ~Get Your Files Here !/05 Data Transforms/009 Ordinal Encoding.mp4 7.4 MB
  • ~Get Your Files Here !/04 Feature Selection/006 Chi-Squared.mp4 7.4 MB
  • ~Get Your Files Here !/05 Data Transforms/012 Dummy Variable Encoding.mp4 7.3 MB
  • ~Get Your Files Here !/04 Feature Selection/007 Mutual Information.mp4 7.3 MB
  • ~Get Your Files Here !/05 Data Transforms/011 One-Hot Encoding.mp4 7.2 MB
  • ~Get Your Files Here !/06 Advanced Transforms/008 Load and Apply Saved Scalers.mp4 6.9 MB
  • ~Get Your Files Here !/04 Feature Selection/027 Feature Importance Scores_ Random Forests.mp4 6.9 MB
  • ~Get Your Files Here !/03 Data Cleansing/019 IterativeImputer and Model Evaluation.mp4 6.8 MB
  • ~Get Your Files Here !/07 Dimensionality Reduction/001 Curse of Dimensionality.mp4 6.5 MB
  • ~Get Your Files Here !/05 Data Transforms/007 Explore Robust Scaler Range.mp4 5.9 MB
  • ~Get Your Files Here !/04 Feature Selection/002 Feature Selection Defined.mp4 5.5 MB
  • ~Get Your Files Here !/05 Data Transforms/001 Scale Numerical Data.mp4 5.3 MB
  • ~Get Your Files Here !/02 Foundations/010 Common Data Preparation Tasks - Data Transforms.mp4 4.9 MB
  • ~Get Your Files Here !/02 Foundations/012 Common Data Preparation Tasks - Dimensionality Reduction.mp4 4.3 MB
  • ~Get Your Files Here !/05 Data Transforms/014 Make Distributions More Gaussian.mp4 4.2 MB
  • ~Get Your Files Here !/04 Feature Selection/017 Model Built Using Mutual Information Features.mp4 4.1 MB
  • ~Get Your Files Here !/03 Data Cleansing/012 Statistical Imputation.mp4 2.7 MB
  • ~Get Your Files Here !/05 Data Transforms/010 One-Hot Encoding Defined.mp4 1.8 MB
  • ~Get Your Files Here !/01 Introduction/003 Is this Course Right for You_.mp4 1.7 MB
  • ~Get Your Files Here !/06 Advanced Transforms/094 abalone.csv 191.9 kB
  • ~Get Your Files Here !/05 Data Transforms/Power Transforms.ipynb 87.1 kB
  • ~Get Your Files Here !/05 Data Transforms/Data Rescaling .ipynb 61.8 kB
  • ~Get Your Files Here !/04 Feature Selection/Feature Importance Scores.ipynb 59.2 kB
  • ~Get Your Files Here !/03 Data Cleansing/030 housing.csv 49.1 kB
  • ~Get Your Files Here !/06 Advanced Transforms/Advanced Transforms.ipynb 49.0 kB
  • ~Get Your Files Here !/04 Feature Selection/Select Features for Numerical Output.ipynb 45.1 kB
  • ~Get Your Files Here !/04 Feature Selection/Choosing Numerical Input Features.ipynb 37.6 kB
  • ~Get Your Files Here !/07 Dimensionality Reduction/Dimensionality Reduction.ipynb 35.7 kB
  • ~Get Your Files Here !/04 Feature Selection/Categorical Feature Selection.ipynb 29.5 kB
  • ~Get Your Files Here !/05 Data Transforms/Polynomial Feature Transform.ipynb 27.5 kB
  • ~Get Your Files Here !/03 Data Cleansing/Sparse Column Identification and Removal.ipynb 21.1 kB
  • ~Get Your Files Here !/03 Data Cleansing/IterativeImputer and Different Number of Iterations.ipynb 14.5 kB
  • ~Get Your Files Here !/03 Data Cleansing/KNNImputer and Model Evaluation Different K-Values.ipynb 13.9 kB
  • ~Get Your Files Here !/03 Data Cleansing/Comparing Different Imputed Statistics.ipynb 12.6 kB
  • ~Get Your Files Here !/03 Data Cleansing/Mark Missing Values.ipynb 11.5 kB
  • ~Get Your Files Here !/03 Data Cleansing/Remove Missing Values.ipynb 9.6 kB
  • ~Get Your Files Here !/02 Foundations/006 Raw Data.en.srt 8.4 kB
  • ~Get Your Files Here !/03 Data Cleansing/Statistical Imputation With SimpleImputer.ipynb 7.4 kB
  • ~Get Your Files Here !/07 Dimensionality Reduction/005 Principal Component Analysis.en.srt 7.4 kB
  • ~Get Your Files Here !/03 Data Cleansing/Statistical Imputation With KNN.ipynb 7.4 kB
  • ~Get Your Files Here !/03 Data Cleansing/010 Mark Missing Values.en.srt 7.0 kB
  • ~Get Your Files Here !/02 Foundations/Data Cleansing Master Class - Data Preparation With Training and Testing Sets.ipynb 6.7 kB
  • ~Get Your Files Here !/04 Feature Selection/009 Feature Selection with ANOVA on Numerical Input.en.srt 6.6 kB
  • ~Get Your Files Here !/05 Data Transforms/005 Robust Scaling Data.en.srt 5.7 kB
  • ~Get Your Files Here !/06 Advanced Transforms/005 Automatically Transform Target Variable.en.srt 5.6 kB
  • ~Get Your Files Here !/03 Data Cleansing/007 Remove Outliers - The Standard Deviation Approach.en.srt 5.5 kB
  • ~Get Your Files Here !/02 Foundations/002 The Machine Learning Process.en.srt 5.5 kB
  • ~Get Your Files Here !/07 Dimensionality Reduction/004 Linear Discriminant Analysis Demonstrated.en.srt 5.4 kB
  • ~Get Your Files Here !/02 Foundations/014 Problem With Naïve Data Preparation.en.srt 5.4 kB
  • ~Get Your Files Here !/05 Data Transforms/019 Polynomial Features.en.srt 5.3 kB
  • ~Get Your Files Here !/05 Data Transforms/020 Polynomial Transform on Sonar Dataset.en.srt 5.3 kB
  • ~Get Your Files Here !/03 Data Cleansing/009 Automatic Outlier Detection.en.srt 5.3 kB
  • ~Get Your Files Here !/03 Data Cleansing/016 K-Nearest Neighbors Imputation.en.srt 5.2 kB
  • ~Get Your Files Here !/05 Data Transforms/013 OrdinalEncoder Transform on Breast Cancer Dataset.en.srt 5.1 kB
  • ~Get Your Files Here !/03 Data Cleansing/013 Mean Value Imputation.en.srt 5.1 kB
  • ~Get Your Files Here !/07 Dimensionality Reduction/002 Techniques for Dimensionality Reduction.en.srt 5.0 kB
  • ~Get Your Files Here !/06 Advanced Transforms/006 Challenge of Preparing New Data for a Model.en.srt 5.0 kB
  • ~Get Your Files Here !/04 Feature Selection/018 Tuning Number of Selected Features.en.srt 5.0 kB
  • ~Get Your Files Here !/02 Foundations/005 What is Data in Machine Learning_.en.srt 4.9 kB
  • ~Get Your Files Here !/04 Feature Selection/020 RFE for Classification.en.srt 4.7 kB
  • ~Get Your Files Here !/03 Data Cleansing/Automatic Outlier Detection.ipynb 4.6 kB
  • ~Get Your Files Here !/04 Feature Selection/026 Feature Importance Scores_ Logistic Regression and CART.en.srt 4.5 kB
  • ~Get Your Files Here !/04 Feature Selection/029 Feature Selection with Importance.en.srt 4.5 kB
  • ~Get Your Files Here !/04 Feature Selection/002 Feature Selection Defined.en.srt 4.5 kB
  • ~Get Your Files Here !/05 Data Transforms/008 Nominal and Ordinal Variables.en.srt 4.5 kB
  • ~Get Your Files Here !/04 Feature Selection/025 Feature Importance Scores_ Linear Regression.en.srt 4.4 kB
  • ~Get Your Files Here !/03 Data Cleansing/003 Identify Columns with Few Values.en.srt 4.3 kB
  • ~Get Your Files Here !/02 Foundations/017 Case Study_ Data Leakage_ K-Fold Naïve Approach.en.srt 4.3 kB
  • ~Get Your Files Here !/02 Foundations/007 Machine Learning is Mostly Data Preparation.en.srt 4.2 kB
  • ~Get Your Files Here !/03 Data Cleansing/018 Iterative Imputation.en.srt 4.2 kB
  • ~Get Your Files Here !/04 Feature Selection/008 Modeling with Selected Categorical Features.en.srt 4.1 kB
  • ~Get Your Files Here !/04 Feature Selection/024 Feature Importance Scores Defined.en.srt 4.0 kB
  • ~Get Your Files Here !/03 Data Cleansing/005 Identify and Remove Rows That Contain Duplicate Data.en.srt 4.0 kB
  • ~Get Your Files Here !/04 Feature Selection/012 Tuning Number of Selected Features.en.srt 4.0 kB
  • ~Get Your Files Here !/02 Foundations/015 Case Study_ Data Leakage_ Train_Test_Split Naïve Approach.en.srt 4.0 kB
  • ~Get Your Files Here !/02 Foundations/010 Common Data Preparation Tasks - Data Transforms.en.srt 4.0 kB
  • ~Get Your Files Here !/06 Advanced Transforms/007 Save Model and Data Scaler.en.srt 3.9 kB
  • ~Get Your Files Here !/03 Data Cleansing/004 Remove Columns with Low Variance.en.srt 3.9 kB
  • ~Get Your Files Here !/02 Foundations/003 Data Preparation Defined.en.srt 3.9 kB
  • ~Get Your Files Here !/03 Data Cleansing/008 Remove Outliers - The IQR Approach.en.srt 3.9 kB
  • ~Get Your Files Here !/04 Feature Selection/019 Recursive Feature Elimination.en.srt 3.9 kB
  • ~Get Your Files Here !/02 Foundations/008 Common Data Preparation Tasks - Data Cleansing.en.srt 3.8 kB
  • ~Get Your Files Here !/06 Advanced Transforms/003 The ColumnTransformer on Abalone Dataset.en.srt 3.8 kB
  • ~Get Your Files Here !/01 Introduction/002 Course Structure.en.srt 3.7 kB
  • ~Get Your Files Here !/05 Data Transforms/015 Power Transform on Contrived Dataset.en.srt 3.6 kB
  • ~Get Your Files Here !/02 Foundations/009 Common Data Preparation Tasks - Feature Selection.en.srt 3.6 kB
  • ~Get Your Files Here !/06 Advanced Transforms/004 Manually Transform Target Variable.en.srt 3.5 kB
  • ~Get Your Files Here !/04 Feature Selection/022 RFE Hyperparameters.en.srt 3.5 kB
  • ~Get Your Files Here !/03 Data Cleansing/017 KNNImputer and Model Evaluation.en.srt 3.5 kB
  • ~Get Your Files Here !/04 Feature Selection/013 Select Features for Numerical Output.en.srt 3.5 kB
  • ~Get Your Files Here !/04 Feature Selection/004 Loading a Categorical Dataset.en.srt 3.5 kB
  • ~Get Your Files Here !/05 Data Transforms/009 Ordinal Encoding.en.srt 3.4 kB
  • ~Get Your Files Here !/04 Feature Selection/014 Linear Correlation with Correlation Statistics.en.srt 3.4 kB
  • ~Get Your Files Here !/03 Data Cleansing/002 Identify Columns That Contain a Single Value.en.srt 3.3 kB
  • ~Get Your Files Here !/06 Advanced Transforms/001 Transforming Different Data Types.en.srt 3.2 kB
  • ~Get Your Files Here !/02 Foundations/018 Case Study_ Data Leakage_ K-Fold Correct Approach.en.srt 3.2 kB
  • ~Get Your Files Here !/06 Advanced Transforms/002 The ColumnTransformer.en.srt 3.2 kB
  • ~Get Your Files Here !/04 Feature Selection/005 Encode the Dataset for Modeling.en.srt 3.2 kB
  • ~Get Your Files Here !/04 Feature Selection/028 Permutation Feature Importance.en.srt 3.2 kB
  • ~Get Your Files Here !/05 Data Transforms/012 Dummy Variable Encoding.en.srt 3.2 kB
  • ~Get Your Files Here !/04 Feature Selection/015 Linear Correlation with Mutual Information.en.srt 3.1 kB
  • ~Get Your Files Here !/05 Data Transforms/017 Box-Cox on Sonar Dataset.en.srt 3.1 kB
  • ~Get Your Files Here !/04 Feature Selection/016 Baseline and Model Built Using Correlation.en.srt 3.1 kB
  • ~Get Your Files Here !/07 Dimensionality Reduction/003 Linear Discriminant Analysis.en.srt 3.1 kB
  • ~Get Your Files Here !/04 Feature Selection/006 Chi-Squared.en.srt 3.1 kB
  • ~Get Your Files Here !/04 Feature Selection/023 Feature Ranking for RFE.en.srt 3.0 kB
  • ~Get Your Files Here !/04 Feature Selection/003 Statistics for Feature Selection.en.srt 3.0 kB
  • ~Get Your Files Here !/02 Foundations/012 Common Data Preparation Tasks - Dimensionality Reduction.en.srt 3.0 kB
  • ~Get Your Files Here !/05 Data Transforms/014 Make Distributions More Gaussian.en.srt 3.0 kB
  • ~Get Your Files Here !/05 Data Transforms/011 One-Hot Encoding.en.srt 2.9 kB
  • ~Get Your Files Here !/05 Data Transforms/016 Power Transform on Sonar Dataset.en.srt 2.9 kB
  • ~Get Your Files Here !/01 Introduction/001 Course Introduction.en.srt 2.9 kB
  • ~Get Your Files Here !/02 Foundations/001 Introducing Data Preparation.en.srt 2.9 kB
  • ~Get Your Files Here !/05 Data Transforms/001 Scale Numerical Data.en.srt 2.8 kB
  • ~Get Your Files Here !/05 Data Transforms/021 Effect of Polynomial Degrees.en.srt 2.8 kB
  • ~Get Your Files Here !/04 Feature Selection/010 Feature Selection with Mutual Information.en.srt 2.8 kB
  • ~Get Your Files Here !/02 Foundations/004 Choosing a Data Preparation Technique.en.srt 2.8 kB
  • ~Get Your Files Here !/03 Data Cleansing/006 Defining Outliers.en.srt 2.7 kB
  • ~Get Your Files Here !/05 Data Transforms/018 Yeo-Johnson on Sonar Dataset.en.srt 2.7 kB
  • ~Get Your Files Here !/07 Dimensionality Reduction/001 Curse of Dimensionality.en.srt 2.7 kB
  • ~Get Your Files Here !/04 Feature Selection/011 Modeling with Selected Numerical Features.en.srt 2.7 kB
  • ~Get Your Files Here !/05 Data Transforms/004 StandardScaler Transform.en.srt 2.6 kB
  • ~Get Your Files Here !/04 Feature Selection/021 RFE for Regression.en.srt 2.6 kB
  • ~Get Your Files Here !/03 Data Cleansing/015 Compare Different Statistical Imputation Strategies.en.srt 2.6 kB
  • ~Get Your Files Here !/05 Data Transforms/002 Diabetes Dataset for Scaling.en.srt 2.5 kB
  • ~Get Your Files Here !/03 Data Cleansing/011 Remove Rows with Missing Values.en.srt 2.5 kB
  • ~Get Your Files Here !/04 Feature Selection/001 Feature Selection Introduction.en.srt 2.5 kB
  • ~Get Your Files Here !/03 Data Cleansing/IterativeImputer Data Transform.ipynb 2.4 kB
  • ~Get Your Files Here !/03 Data Cleansing/IterativeImputer and Model Evaluation.ipynb 2.4 kB
  • ~Get Your Files Here !/02 Foundations/016 Case Study_ Data Leakage_ Train_Test_Split Correct Approach.en.srt 2.4 kB
  • ~Get Your Files Here !/05 Data Transforms/003 MinMaxScaler Transform.en.srt 2.4 kB
  • ~Get Your Files Here !/03 Data Cleansing/Outlier Removal - Standard Deviation Approach.ipynb 2.4 kB
  • ~Get Your Files Here !/04 Feature Selection/007 Mutual Information.en.srt 2.2 kB
  • ~Get Your Files Here !/03 Data Cleansing/020 IterativeImputer and Different Imputation Order.en.srt 2.2 kB
  • ~Get Your Files Here !/02 Foundations/011 Common Data Preparation Tasks - Feature Engineering.en.srt 2.2 kB
  • ~Get Your Files Here !/05 Data Transforms/006 Robust Scaler Applied to Dataset.en.srt 2.2 kB
  • ~Get Your Files Here !/03 Data Cleansing/001 Data Cleansing Overview.en.srt 2.2 kB
  • ~Get Your Files Here !/06 Advanced Transforms/008 Load and Apply Saved Scalers.en.srt 2.1 kB
  • ~Get Your Files Here !/03 Data Cleansing/SimpleImputer and Model Evaluation.ipynb 2.0 kB
  • ~Get Your Files Here !/03 Data Cleansing/012 Statistical Imputation.en.srt 2.0 kB
  • ~Get Your Files Here !/04 Feature Selection/027 Feature Importance Scores_ Random Forests.en.srt 2.0 kB
  • ~Get Your Files Here !/03 Data Cleansing/Identify and Remove Duplicate Rows.ipynb 1.9 kB
  • ~Get Your Files Here !/03 Data Cleansing/Outlier Removal - IQR Approach.ipynb 1.9 kB
  • ~Get Your Files Here !/03 Data Cleansing/014 Simple Imputer with Model Evaluation.en.srt 1.9 kB
  • ~Get Your Files Here !/01 Introduction/003 Is this Course Right for You_.en.srt 1.8 kB
  • ~Get Your Files Here !/05 Data Transforms/007 Explore Robust Scaler Range.en.srt 1.6 kB
  • ~Get Your Files Here !/03 Data Cleansing/019 IterativeImputer and Model Evaluation.en.srt 1.5 kB
  • ~Get Your Files Here !/05 Data Transforms/010 One-Hot Encoding Defined.en.srt 1.4 kB
  • ~Get Your Files Here !/02 Foundations/013 Data Leakage.en.srt 1.2 kB
  • ~Get Your Files Here !/04 Feature Selection/017 Model Built Using Mutual Information Features.en.srt 1.0 kB
  • ~Get Your Files Here !/Bonus Resources.txt 357 Bytes
  • Get Bonus Downloads Here.url 183 Bytes

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