[FreeCourseSite.com] Udemy - Complete Linear Regression Analysis in Python

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0. Websites you may like/[CourseClub.ME].url

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0. Websites you may like/[FCS Forum].url

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0. Websites you may like/[FreeCourseSite.com].url

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1. Introduction/1. Welcome to the course!.mp4

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1. Introduction/1. Welcome to the course!.srt

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1. Introduction/2. Course contents.mp4

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1. Introduction/2. Course contents.srt

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1. Introduction/2.1 00_Introduction_01.pdf

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1. Introduction/3. Course Resources.html

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1. Introduction/4. This is a milestone!.mp4

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1. Introduction/4. This is a milestone!.srt

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2. Setting up Python and Jupyter Notebook/1. Installing Python and Anaconda.mp4

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2. Setting up Python and Jupyter Notebook/1. Installing Python and Anaconda.srt

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2. Setting up Python and Jupyter Notebook/2. Opening Jupyter Notebook.mp4

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2. Setting up Python and Jupyter Notebook/2. Opening Jupyter Notebook.srt

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2. Setting up Python and Jupyter Notebook/3. Introduction to Jupyter.mp4

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2. Setting up Python and Jupyter Notebook/3. Introduction to Jupyter.srt

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2. Setting up Python and Jupyter Notebook/4. Arithmetic operators in Python Python Basics.mp4

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2. Setting up Python and Jupyter Notebook/4. Arithmetic operators in Python Python Basics.srt

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2. Setting up Python and Jupyter Notebook/5. Strings in Python Python Basics.mp4

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2. Setting up Python and Jupyter Notebook/5. Strings in Python Python Basics.srt

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2. Setting up Python and Jupyter Notebook/6. Lists, Tuples and Directories Python Basics.mp4

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2. Setting up Python and Jupyter Notebook/6. Lists, Tuples and Directories Python Basics.srt

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2. Setting up Python and Jupyter Notebook/7. Working with Numpy Library of Python.mp4

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2. Setting up Python and Jupyter Notebook/7. Working with Numpy Library of Python.srt

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2. Setting up Python and Jupyter Notebook/8. Working with Pandas Library of Python.mp4

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2. Setting up Python and Jupyter Notebook/8. Working with Pandas Library of Python.srt

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2. Setting up Python and Jupyter Notebook/8.1 Customer.csv

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2. Setting up Python and Jupyter Notebook/9. Working with Seaborn Library of Python.mp4

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2. Setting up Python and Jupyter Notebook/9. Working with Seaborn Library of Python.srt

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3. Basics of Statistics/1. Types of Data.mp4

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3. Basics of Statistics/1. Types of Data.srt

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3. Basics of Statistics/1.1 01_01_Lecture_TypesOfData.pdf

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3. Basics of Statistics/2. Types of Statistics.mp4

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3. Basics of Statistics/2. Types of Statistics.srt

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3. Basics of Statistics/2.1 01_02_Lecture_TypesOfStatistics.pdf

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3. Basics of Statistics/3. Describing data Graphically.mp4

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3. Basics of Statistics/3. Describing data Graphically.srt

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3. Basics of Statistics/3.1 01_03_Lecture_DataSummaryandGraph.pdf

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3. Basics of Statistics/4. Measures of Centers.mp4

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3. Basics of Statistics/4. Measures of Centers.srt

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3. Basics of Statistics/4.1 01_04_Lecture_Centers.pdf

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3. Basics of Statistics/5. Practice Exercise 1.html

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3. Basics of Statistics/5.1 Exercise 1.pdf

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3. Basics of Statistics/6. Measures of Dispersion.mp4

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3. Basics of Statistics/6. Measures of Dispersion.srt

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3. Basics of Statistics/7. Practice Exercise 2.html

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3. Basics of Statistics/7.1 Exercise 2.pdf

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4. Introduction to Machine Learning/1. Introduction to Machine Learning.mp4

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4. Introduction to Machine Learning/1. Introduction to Machine Learning.srt

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4. Introduction to Machine Learning/1.1 Lecture_machineLearning.pdf

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4. Introduction to Machine Learning/2. Building a Machine Learning Model.mp4

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4. Introduction to Machine Learning/2. Building a Machine Learning Model.srt

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4. Introduction to Machine Learning/2.1 Lecture_machineLearning.pdf

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4. Introduction to Machine Learning/3. Introduction to Machine learning quiz.html

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5. Data Preprocessing/1. Gathering Business Knowledge.mp4

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5. Data Preprocessing/1. Gathering Business Knowledge.srt

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5. Data Preprocessing/1.1 03_01_PDE_Business_knowledge.pdf

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5. Data Preprocessing/10. Outlier Treatment in Python.mp4

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5. Data Preprocessing/10. Outlier Treatment in Python.srt

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5. Data Preprocessing/11. Project Exercise 3.html

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5. Data Preprocessing/12. Missing Value Imputation.mp4

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5. Data Preprocessing/12. Missing Value Imputation.srt

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5. Data Preprocessing/12.1 04_05_PDE_Missing_value.pdf

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5. Data Preprocessing/13. Missing Value Imputation in Python.mp4

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5. Data Preprocessing/13. Missing Value Imputation in Python.srt

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5. Data Preprocessing/14. Project Exercise 4.html

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5. Data Preprocessing/15. Seasonality in Data.mp4

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5. Data Preprocessing/15. Seasonality in Data.srt

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5. Data Preprocessing/15.1 04_07_PDE_Seasonality.pdf

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5. Data Preprocessing/16. Bi-variate analysis and Variable transformation.mp4

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5. Data Preprocessing/16. Bi-variate analysis and Variable transformation.srt

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5. Data Preprocessing/16.1 04_07_Variable_Transformation.pdf

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5. Data Preprocessing/17. Variable transformation and deletion in Python.mp4

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5. Data Preprocessing/17. Variable transformation and deletion in Python.srt

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5. Data Preprocessing/18. Project Exercise 5.html

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5. Data Preprocessing/19. Non-usable variables.mp4

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5. Data Preprocessing/19. Non-usable variables.srt

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5. Data Preprocessing/19.1 04_08_PDE_Non_Usable_var.pdf

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5. Data Preprocessing/2. Data Exploration.mp4

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5. Data Preprocessing/2. Data Exploration.srt

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5. Data Preprocessing/2.1 03_02_PDE_Data_exploration.pdf

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5. Data Preprocessing/20. Dummy variable creation Handling qualitative data.mp4

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5. Data Preprocessing/20. Dummy variable creation Handling qualitative data.srt

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5. Data Preprocessing/20.1 04_11_Dummy_Var.pdf

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5. Data Preprocessing/21. Dummy variable creation in Python.mp4

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5. Data Preprocessing/21. Dummy variable creation in Python.srt

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5. Data Preprocessing/22. Project Exercise 6.html

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5. Data Preprocessing/23. Correlation Analysis.mp4

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5. Data Preprocessing/23. Correlation Analysis.srt

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5. Data Preprocessing/23.1 04_10_Correlation.pdf

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5. Data Preprocessing/24. Correlation Analysis in Python.mp4

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5. Data Preprocessing/24. Correlation Analysis in Python.srt

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5. Data Preprocessing/25. Project Exercise 7.html

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5. Data Preprocessing/26. Quiz.html

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5. Data Preprocessing/3. The Dataset and the Data Dictionary.mp4

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5. Data Preprocessing/3. The Dataset and the Data Dictionary.srt

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5. Data Preprocessing/3.1 03_03_PDE_Raw_Data_Analysis_Uni.pdf

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5. Data Preprocessing/3.2 House_Price.csv

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5. Data Preprocessing/4. Importing Data in Python.mp4

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5. Data Preprocessing/4. Importing Data in Python.srt

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5. Data Preprocessing/4.1 House_Price.csv

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5. Data Preprocessing/5. Project exercise 1.html

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5. Data Preprocessing/5.1 Movie_collection_train.csv

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5. Data Preprocessing/6. Univariate analysis and EDD.mp4

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5. Data Preprocessing/6. Univariate analysis and EDD.srt

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5. Data Preprocessing/6.1 03_04_PDE_Univariate_Analysis_Uni.pdf

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5. Data Preprocessing/7. EDD in Python.mp4

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5. Data Preprocessing/7. EDD in Python.srt

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5. Data Preprocessing/8. Project Exercise 2.html

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5. Data Preprocessing/9. Outlier Treatment.mp4

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5. Data Preprocessing/9. Outlier Treatment.srt

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5. Data Preprocessing/9.1 04_06_PDE_Outlier_Treatment.pdf

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6. Linear Regression/1. The Problem Statement.mp4

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6. Linear Regression/1. The Problem Statement.srt

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6. Linear Regression/1.1 05_01_Intro.pdf

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6. Linear Regression/10. Interpreting results of Categorical variables.mp4

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6. Linear Regression/10. Interpreting results of Categorical variables.srt

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6. Linear Regression/10.1 05_06_Cat_var.pdf

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6. Linear Regression/11. Multiple Linear Regression in Python.mp4

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6. Linear Regression/11. Multiple Linear Regression in Python.srt

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6. Linear Regression/12. Quiz.html

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6. Linear Regression/13. Project Exercise 9.html

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6. Linear Regression/14. Test-train split.mp4

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6. Linear Regression/14. Test-train split.srt

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6. Linear Regression/14.1 05_12_Test_Train.pdf

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6. Linear Regression/15. Bias Variance trade-off.mp4

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6. Linear Regression/15. Bias Variance trade-off.srt

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6. Linear Regression/15.1 05_13_Bias_Var_tradeoff.pdf

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6. Linear Regression/16. More about test-train split.html

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6. Linear Regression/17. Test train split in Python.mp4

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6. Linear Regression/17. Test train split in Python.srt

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6. Linear Regression/18. Quiz.html

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6. Linear Regression/19. Linear models other than OLS.mp4

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6. Linear Regression/19. Linear models other than OLS.srt

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6. Linear Regression/19.1 05_09_Other_lin_model.pdf

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6. Linear Regression/2. Basic Equations and Ordinary Least Squares (OLS) method.mp4

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6. Linear Regression/2. Basic Equations and Ordinary Least Squares (OLS) method.srt

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6. Linear Regression/2.1 05_02_Simple_lin_reg.pdf

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6. Linear Regression/20. Subset selection techniques.mp4

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6. Linear Regression/20. Subset selection techniques.srt

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6. Linear Regression/20.1 05_10_Subset_Selection.pdf

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6. Linear Regression/21. Shrinkage methods Ridge and Lasso.mp4

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6. Linear Regression/21. Shrinkage methods Ridge and Lasso.srt

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6. Linear Regression/21.1 05_11_Shrinkage_methods.pdf

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6. Linear Regression/22. Ridge regression and Lasso in Python.mp4

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6. Linear Regression/22. Ridge regression and Lasso in Python.srt

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6. Linear Regression/23. Heteroscedasticity.mp4

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6. Linear Regression/23. Heteroscedasticity.srt

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6. Linear Regression/24. Project Exercise 10.html

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6. Linear Regression/25. Final Project Exercise.html

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6. Linear Regression/25.1 Movie_collection_test.csv

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6. Linear Regression/3. Assessing accuracy of predicted coefficients.mp4

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6. Linear Regression/3. Assessing accuracy of predicted coefficients.srt

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6. Linear Regression/3.1 05_03_Simple_lin_reg_Accuracy.pdf

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6. Linear Regression/4. Assessing Model Accuracy RSE and R squared.mp4

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6. Linear Regression/4. Assessing Model Accuracy RSE and R squared.srt

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6. Linear Regression/4.1 05_03_Simple_lin_reg_Accuracy.pdf

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6. Linear Regression/5. Simple Linear Regression in Python.mp4

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6. Linear Regression/5. Simple Linear Regression in Python.srt

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6. Linear Regression/6. Project Exercise 8.html

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6. Linear Regression/7. Multiple Linear Regression.mp4

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6. Linear Regression/7. Multiple Linear Regression.srt

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6. Linear Regression/7.1 05_04_Multiple_lin_reg.pdf

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6. Linear Regression/8. The F - statistic.mp4

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6. Linear Regression/8. The F - statistic.srt

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6. Linear Regression/8.1 05_05_F_stat.pdf

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6. Linear Regression/9. Quiz.html

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7. Bonus Section/1. The final milestone!.mp4

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7. Bonus Section/1. The final milestone!.srt

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7. Bonus Section/2. Congratulations & About your certificate.html

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