Data Cleansing Master Class in Python
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- Other > Other
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- 1.41 GiB (1512146084 Bytes)
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- 2021-07-31 06:46:25 GMT
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- tuts756
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- Info Hash: 8E692B95A917FA7AF06E0386C801EBD51C96CE9C
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Description
Welcome to Data Cleansing Master Class in Python.
Data preparation may be the most important part of a machine learning project. It is the most time consuming part, although it seems to be the least discussed topic. Data preparation, sometimes referred to as data preprocessing, is the act of transforming raw data into a form that is appropriate for modeling.
Machine learning algorithms require input data to be numbers, and most algorithm implementations maintain this expectation. Therefore, if your data contains data types and values that are not numbers, such as labels, you will need to change the data into numbers. Further, specific machine learning algorithms have expectations regarding the data types, scale, probability distribution, and relationships between input variables, and you may need to change the data to meet these expectations.
In the course you’ll learn:
The importance of data preparation for predictive modeling machine learning projects.
How to prepare data in a way that avoids data leakage, and in turn, incorrect model evaluation.
How to identify and handle problems with messy data, such as outliers and missing values.
How to identify and remove irrelevant and redundant input variables with feature selection methods.
How to know which feature selection method to choose based on the data types of the variables.
How to scale the range of input variables using normalization and standardization techniques.
How to encode categorical variables as numbers and numeric variables as categories.
How to transform the probability distribution of input variables.
How to transform a dataset with different variable types and how to transform target variables.
How to project variables into a lower-dimensional space that captures the salient data relationships.
This course is a hands on-guide. It is a playbook and a workbook intended for you to learn by doing and then apply your new understanding to the feature engineering in Python. To get the most out of the course, I would recommend working through all the examples in each tutorial. If you watch this course like a movie you’ll get little out of it.
In the applied space machine learning is programming and programming is a hands on-sport.
Thank you for your interest in Data Cleansing Master Class in Python.
Let’s get started!
Who this course is for:
You are serious about become a machine learning engineer in the real-world.
Requirements
You’ll need a really solid foundation in Python.
You’ll need to understand the basics of machine learning.
Last Updated 7/2021
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/007 Machine Learning is Mostly Data Preparation.mp4 | 40.89 MiB |
| TutsNode.com.txt | 63 B |
| [TutsNode.com] - Data Cleansing Master Class in Python/01 Introduction/001 Course Introduction.en.srt | 2.82 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/085 Power Transforms.zip | 50.36 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/030 housing.csv | 47.93 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/006 Raw Data.en.srt | 8.16 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/01 Introduction/003 Is this Course Right for You_.en.srt | 1.74 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/06 Advanced Transforms/094 abalone.csv | 187.38 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/001 Introducing Data Preparation.en.srt | 2.8 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/066 Feature Importance Scores.zip | 26.95 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/072 Data Rescaling .zip | 25.02 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/07 Dimensionality Reduction/100 Dimensionality Reduction.zip | 18.51 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/054 Select Features for Numerical Output.zip | 17.82 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/050 Choosing Numerical Input Features.zip | 15.6 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/004 Choosing a Data Preparation Technique.en.srt | 2.69 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/089 Polynomial Feature Transform.zip | 14.18 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/023 Sparse Column Identification and Removal.zip | 10.15 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/045 Categorical Feature Selection.zip | 8.78 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/041 IterativeImputer and Different Number of Iterations.zip | 8.28 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/038 KNNImputer and Model Evaluation Different K-Values.zip | 7.97 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/036 Comparing Different Imputed Statistics.zip | 7.35 KiB |
| [TGx]Downloaded from torrentgalaxy.to .txt | 585 B |
| [TutsNode.com] - Data Cleansing Master Class in Python/07 Dimensionality Reduction/005 Principal Component Analysis.en.srt | 7.2 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/010 Mark Missing Values.en.srt | 6.84 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/009 Feature Selection with ANOVA on Numerical Input.en.srt | 6.43 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/06 Advanced Transforms/092 Advanced Transforms.zip | 6.12 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/005 Robust Scaling Data.en.srt | 5.58 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/06 Advanced Transforms/005 Automatically Transform Target Variable.en.srt | 5.44 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/011 Common Data Preparation Tasks - Feature Engineering.en.srt | 2.16 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/007 Remove Outliers - The Standard Deviation Approach.en.srt | 5.41 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/012 Common Data Preparation Tasks - Dimensionality Reduction.en.srt | 2.94 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/002 The Machine Learning Process.en.srt | 5.4 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/013 Data Leakage.en.srt | 1.14 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/07 Dimensionality Reduction/004 Linear Discriminant Analysis Demonstrated.en.srt | 5.3 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/019 Polynomial Features.en.srt | 5.21 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/014 Problem With Naïve Data Preparation.en.srt | 5.24 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/020 Polynomial Transform on Sonar Dataset.en.srt | 5.21 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/009 Automatic Outlier Detection.en.srt | 5.18 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/016 Case Study_ Data Leakage_ Train_Test_Split Correct Approach.en.srt | 2.35 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/016 K-Nearest Neighbors Imputation.en.srt | 5.07 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/013 OrdinalEncoder Transform on Breast Cancer Dataset.en.srt | 5.01 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/013 Mean Value Imputation.en.srt | 4.95 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/07 Dimensionality Reduction/002 Techniques for Dimensionality Reduction.en.srt | 4.91 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/06 Advanced Transforms/006 Challenge of Preparing New Data for a Model.en.srt | 4.85 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/018 Data Cleansing Master Class - Data Preparation With Training and Testing Sets.zip | 1.47 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/001 Data Cleansing Overview.en.srt | 2.15 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/018 Tuning Number of Selected Features.en.srt | 4.84 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/005 What is Data in Machine Learning_.en.srt | 4.74 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/020 RFE for Classification.en.srt | 4.6 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/026 Feature Importance Scores_ Logistic Regression and CART.en.srt | 4.43 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/029 Feature Selection with Importance.en.srt | 4.38 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/002 Feature Selection Defined.en.srt | 4.38 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/008 Nominal and Ordinal Variables.en.srt | 4.36 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/025 Feature Importance Scores_ Linear Regression.en.srt | 4.34 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/003 Identify Columns with Few Values.en.srt | 4.23 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/006 Defining Outliers.en.srt | 2.68 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/034 Statistical Imputation With SimpleImputer.zip | 1.72 KiB |
| .pad/0 | 68 B |
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/001 Introducing Data Preparation.mp4 | 36.45 MiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/017 Case Study_ Data Leakage_ K-Fold Naïve Approach.en.srt | 4.16 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/007 Machine Learning is Mostly Data Preparation.en.srt | 4.11 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/018 Iterative Imputation.en.srt | 4.1 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/008 Modeling with Selected Categorical Features.en.srt | 4 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/024 Feature Importance Scores Defined.en.srt | 3.93 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/005 Identify and Remove Rows That Contain Duplicate Data.en.srt | 3.92 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/011 Remove Rows with Missing Values.en.srt | 2.42 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/012 Tuning Number of Selected Features.en.srt | 3.9 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/012 Statistical Imputation.en.srt | 1.97 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/015 Case Study_ Data Leakage_ Train_Test_Split Naïve Approach.en.srt | 3.9 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/010 Common Data Preparation Tasks - Data Transforms.en.srt | 3.89 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/06 Advanced Transforms/007 Save Model and Data Scaler.en.srt | 3.84 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/014 Simple Imputer with Model Evaluation.en.srt | 1.82 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/004 Remove Columns with Low Variance.en.srt | 3.84 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/015 Compare Different Statistical Imputation Strategies.en.srt | 2.52 KiB |
| .pad/1 | 556 B |
| [TutsNode.com] - Data Cleansing Master Class in Python/06 Advanced Transforms/006 Challenge of Preparing New Data for a Model.mp4 | 34.07 MiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/003 Data Preparation Defined.en.srt | 3.82 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/008 Remove Outliers - The IQR Approach.en.srt | 3.77 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/019 Recursive Feature Elimination.en.srt | 3.76 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/008 Common Data Preparation Tasks - Data Cleansing.en.srt | 3.72 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/06 Advanced Transforms/003 The ColumnTransformer on Abalone Dataset.en.srt | 3.7 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/019 IterativeImputer and Model Evaluation.en.srt | 1.45 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/01 Introduction/002 Course Structure.en.srt | 3.57 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/020 IterativeImputer and Different Imputation Order.en.srt | 2.18 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/015 Power Transform on Contrived Dataset.en.srt | 3.56 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/009 Common Data Preparation Tasks - Feature Selection.en.srt | 3.53 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/026 Identify and Remove Duplicate Rows.zip | 824 B |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/028 Outlier Removal - Standard Deviation Approach.zip | 951 B |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/029 Outlier Removal - IQR Approach.zip | 92 B |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/030 Automatic Outlier Detection.zip | 1.2 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/06 Advanced Transforms/004 Manually Transform Target Variable.en.srt | 3.44 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/031 Mark Missing Values.zip | 2.58 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/032 Remove Missing Values.zip | 1.59 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/022 RFE Hyperparameters.en.srt | 3.44 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/035 SimpleImputer and Model Evaluation.zip | 1.02 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/017 KNNImputer and Model Evaluation.en.srt | 3.42 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/037 Statistical Imputation With KNN.zip | 1.69 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/013 Select Features for Numerical Output.en.srt | 3.38 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/039 IterativeImputer Data Transform.zip | 997 B |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/040 IterativeImputer and Model Evaluation.zip | 1.05 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/004 Loading a Categorical Dataset.en.srt | 3.37 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/001 Feature Selection Introduction.en.srt | 2.39 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/009 Ordinal Encoding.en.srt | 3.3 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/014 Linear Correlation with Correlation Statistics.en.srt | 3.29 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/002 Identify Columns That Contain a Single Value.en.srt | 3.21 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/003 Statistics for Feature Selection.en.srt | 2.97 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/06 Advanced Transforms/001 Transforming Different Data Types.en.srt | 3.15 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/018 Case Study_ Data Leakage_ K-Fold Correct Approach.en.srt | 3.14 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/06 Advanced Transforms/002 The ColumnTransformer.en.srt | 3.13 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/028 Permutation Feature Importance.en.srt | 3.09 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/005 Encode the Dataset for Modeling.en.srt | 3.12 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/006 Chi-Squared.en.srt | 2.98 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/012 Dummy Variable Encoding.en.srt | 3.09 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/007 Mutual Information.en.srt | 2.18 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/015 Linear Correlation with Mutual Information.en.srt | 3.07 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/017 Box-Cox on Sonar Dataset.en.srt | 3.06 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/016 Baseline and Model Built Using Correlation.en.srt | 3.06 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/07 Dimensionality Reduction/003 Linear Discriminant Analysis.en.srt | 3 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/023 Feature Ranking for RFE.en.srt | 2.98 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/010 Feature Selection with Mutual Information.en.srt | 2.7 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/014 Make Distributions More Gaussian.en.srt | 2.92 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/011 Modeling with Selected Numerical Features.en.srt | 2.63 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/011 One-Hot Encoding.en.srt | 2.87 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/016 Power Transform on Sonar Dataset.en.srt | 2.86 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/001 Scale Numerical Data.en.srt | 2.72 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/021 Effect of Polynomial Degrees.en.srt | 2.71 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/018 Yeo-Johnson on Sonar Dataset.en.srt | 2.67 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/07 Dimensionality Reduction/001 Curse of Dimensionality.en.srt | 2.66 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/004 StandardScaler Transform.en.srt | 2.58 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/021 RFE for Regression.en.srt | 2.58 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/002 Diabetes Dataset for Scaling.en.srt | 2.46 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/003 MinMaxScaler Transform.en.srt | 2.33 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/006 Robust Scaler Applied to Dataset.en.srt | 2.16 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/017 Model Built Using Mutual Information Features.en.srt | 1.01 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/06 Advanced Transforms/008 Load and Apply Saved Scalers.en.srt | 2 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/027 Feature Importance Scores_ Random Forests.en.srt | 1.95 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/007 Explore Robust Scaler Range.en.srt | 1.61 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/010 One-Hot Encoding Defined.en.srt | 1.33 KiB |
| .pad/2 | 281.87 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/003 Data Preparation Defined.mp4 | 30.23 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/019 Recursive Feature Elimination.mp4 | 27.94 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/024 Feature Importance Scores Defined.mp4 | 26.19 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/008 Nominal and Ordinal Variables.mp4 | 25.96 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/004 Choosing a Data Preparation Technique.mp4 | 25.89 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/014 Problem With Naïve Data Preparation.mp4 | 24.85 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/01 Introduction/002 Course Structure.mp4 | 23.85 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/010 Mark Missing Values.mp4 | 22.68 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/07 Dimensionality Reduction/005 Principal Component Analysis.mp4 | 22.64 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/01 Introduction/001 Course Introduction.mp4 | 22.61 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/008 Common Data Preparation Tasks - Data Cleansing.mp4 | 21.71 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/011 Common Data Preparation Tasks - Feature Engineering.mp4 | 21.57 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/019 Polynomial Features.mp4 | 20.67 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/020 Polynomial Transform on Sonar Dataset.mp4 | 20.63 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/006 Raw Data.mp4 | 20.51 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/06 Advanced Transforms/005 Automatically Transform Target Variable.mp4 | 20.45 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/018 Tuning Number of Selected Features.mp4 | 20.33 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/001 Data Cleansing Overview.mp4 | 20.01 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/001 Feature Selection Introduction.mp4 | 19.54 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/07 Dimensionality Reduction/004 Linear Discriminant Analysis Demonstrated.mp4 | 18.64 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/009 Automatic Outlier Detection.mp4 | 18.6 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/007 Remove Outliers - The Standard Deviation Approach.mp4 | 18.55 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/020 RFE for Classification.mp4 | 18.49 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/005 What is Data in Machine Learning_.mp4 | 17.88 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/009 Feature Selection with ANOVA on Numerical Input.mp4 | 17.22 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/013 OrdinalEncoder Transform on Breast Cancer Dataset.mp4 | 17.13 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/016 K-Nearest Neighbors Imputation.mp4 | 16.87 MiB |
| .pad/29 | 136.45 KiB |
| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/015 Case Study_ Data Leakage_ Train_Test_Split Naïve Approach.mp4 | 16.53 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/005 Robust Scaling Data.mp4 | 16.53 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/013 Mean Value Imputation.mp4 | 15.9 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/005 Identify and Remove Rows That Contain Duplicate Data.mp4 | 15.63 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/029 Feature Selection with Importance.mp4 | 15.48 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/06 Advanced Transforms/007 Save Model and Data Scaler.mp4 | 15.23 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/008 Remove Outliers - The IQR Approach.mp4 | 14.9 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/012 Tuning Number of Selected Features.mp4 | 14.38 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/006 Defining Outliers.mp4 | 14.36 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/017 Case Study_ Data Leakage_ K-Fold Naïve Approach.mp4 | 14.32 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/002 The Machine Learning Process.mp4 | 14.27 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/026 Feature Importance Scores_ Logistic Regression and CART.mp4 | 14.19 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/008 Modeling with Selected Categorical Features.mp4 | 14.1 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/025 Feature Importance Scores_ Linear Regression.mp4 | 13.29 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/06 Advanced Transforms/004 Manually Transform Target Variable.mp4 | 13.23 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/016 Baseline and Model Built Using Correlation.mp4 | 13.13 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/06 Advanced Transforms/003 The ColumnTransformer on Abalone Dataset.mp4 | 13.06 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/07 Dimensionality Reduction/002 Techniques for Dimensionality Reduction.mp4 | 12.96 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/017 KNNImputer and Model Evaluation.mp4 | 12.87 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/018 Case Study_ Data Leakage_ K-Fold Correct Approach.mp4 | 12.76 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/022 RFE Hyperparameters.mp4 | 12.05 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/003 Identify Columns with Few Values.mp4 | 12.01 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/017 Box-Cox on Sonar Dataset.mp4 | 11.71 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/004 Remove Columns with Low Variance.mp4 | 11.15 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/023 Feature Ranking for RFE.mp4 | 10.93 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/015 Linear Correlation with Mutual Information.mp4 | 10.83 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/028 Permutation Feature Importance.mp4 | 10.78 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/06 Advanced Transforms/002 The ColumnTransformer.mp4 | 10.49 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/004 StandardScaler Transform.mp4 | 10.49 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/004 Loading a Categorical Dataset.mp4 | 10.32 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/011 Remove Rows with Missing Values.mp4 | 1 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/014 Linear Correlation with Correlation Statistics.mp4 | 9.91 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/011 Modeling with Selected Numerical Features.mp4 | 9.67 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/018 Yeo-Johnson on Sonar Dataset.mp4 | 9.62 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/016 Case Study_ Data Leakage_ Train_Test_Split Correct Approach.mp4 | 9.53 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/003 Statistics for Feature Selection.mp4 | 9.51 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/005 Encode the Dataset for Modeling.mp4 | 9.43 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/021 RFE for Regression.mp4 | 9.4 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/015 Compare Different Statistical Imputation Strategies.mp4 | 9.28 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/06 Advanced Transforms/001 Transforming Different Data Types.mp4 | 8.89 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/015 Power Transform on Contrived Dataset.mp4 | 8.55 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/006 Robust Scaler Applied to Dataset.mp4 | 8.42 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/009 Common Data Preparation Tasks - Feature Selection.mp4 | 7.91 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/07 Dimensionality Reduction/003 Linear Discriminant Analysis.mp4 | 7.64 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/014 Simple Imputer with Model Evaluation.mp4 | 7.56 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/002 Identify Columns That Contain a Single Value.mp4 | 7.49 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/021 Effect of Polynomial Degrees.mp4 | 7.48 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/010 Feature Selection with Mutual Information.mp4 | 7.25 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/009 Ordinal Encoding.mp4 | 7.04 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/006 Chi-Squared.mp4 | 7.02 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/007 Mutual Information.mp4 | 6.92 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/011 One-Hot Encoding.mp4 | 6.84 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/06 Advanced Transforms/008 Load and Apply Saved Scalers.mp4 | 6.6 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/027 Feature Importance Scores_ Random Forests.mp4 | 6.59 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/019 IterativeImputer and Model Evaluation.mp4 | 6.52 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/07 Dimensionality Reduction/001 Curse of Dimensionality.mp4 | 6.18 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/007 Explore Robust Scaler Range.mp4 | 5.62 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/001 Scale Numerical Data.mp4 | 5.07 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/02 Foundations/010 Common Data Preparation Tasks - Data Transforms.mp4 | 4.69 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/05 Data Transforms/014 Make Distributions More Gaussian.mp4 | 3.96 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/04 Feature Selection/017 Model Built Using Mutual Information Features.mp4 | 3.92 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/03 Data Cleansing/012 Statistical Imputation.mp4 | 2.59 MiB |
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| [TutsNode.com] - Data Cleansing Master Class in Python/01 Introduction/003 Is this Course Right for You_.mp4 | 1.59 MiB |
