[DesireCourse.Com] Udemy - Machine Learning Basics Building Regression Model in Python - TorrentBank

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1. Introduction/1. Welcome to the course!.mp4 16.27 MB
1. Introduction/1. Welcome to the course!.vtt 3.24 KB
1. Introduction/2. Course contents.mp4 47.85 MB
1. Introduction/2. Course contents.vtt 8.04 KB
1. Introduction/2.1 00_Introduction_01.pdf.pdf 791.49 KB
2. Basics of Statistics/1. Types of Data.mp4 25.86 MB
2. Basics of Statistics/1. Types of Data.vtt 4.32 KB
2. Basics of Statistics/1.1 01_01_Lecture_TypesOfData.pdf.pdf 177.74 KB
2. Basics of Statistics/2. Types of Statistics.mp4 13.23 MB
2. Basics of Statistics/2. Types of Statistics.vtt 2.68 KB
2. Basics of Statistics/2.1 01_02_Lecture_TypesOfStatistics.pdf.pdf 171.73 KB
2. Basics of Statistics/3. Describing data Graphically.mp4 82.21 MB
2. Basics of Statistics/3. Describing data Graphically.vtt 11.30 KB
2. Basics of Statistics/3.1 01_03_Lecture_DataSummaryandGraph.pdf.pdf 317.85 KB
2. Basics of Statistics/4. Measures of Centers.mp4 45.67 MB
2. Basics of Statistics/4. Measures of Centers.vtt 6.42 KB
2. Basics of Statistics/4.1 01_04_Lecture_Centers.pdf.pdf 312.98 KB
2. Basics of Statistics/5. Practice Exercise 1.html 357 B
2. Basics of Statistics/5.1 Exercise 1.pdf.pdf 553.83 KB
2. Basics of Statistics/6. Measures of Dispersion.mp4 28.39 MB
2. Basics of Statistics/6. Measures of Dispersion.vtt 4.72 KB
2. Basics of Statistics/6.1 01_05_Lecture_Dispersion.pdf.pdf 210.55 KB
2. Basics of Statistics/7. Practice Exercise 2.html 300 B
2. Basics of Statistics/7.1 Exercise 2.pdf.pdf 469.93 KB
3. Setting up Python and Jupyter Notebook/1. Installing Python and Anaconda.mp4 18.61 MB
3. Setting up Python and Jupyter Notebook/1. Installing Python and Anaconda.vtt 2.25 KB
3. Setting up Python and Jupyter Notebook/2. Opening Jupyter Notebook.mp4 73.07 MB
3. Setting up Python and Jupyter Notebook/2. Opening Jupyter Notebook.vtt 7.98 KB
3. Setting up Python and Jupyter Notebook/3. Introduction to Jupyter.mp4 51.30 MB
3. Setting up Python and Jupyter Notebook/3. Introduction to Jupyter.vtt 10.77 KB
3. Setting up Python and Jupyter Notebook/4. Arithmetic operators in Python Python Basics.mp4 15.92 MB
3. Setting up Python and Jupyter Notebook/4. Arithmetic operators in Python Python Basics.vtt 3.50 KB
3. Setting up Python and Jupyter Notebook/5. Strings in Python Python Basics.mp4 80.64 MB
3. Setting up Python and Jupyter Notebook/5. Strings in Python Python Basics.vtt 14.30 KB
3. Setting up Python and Jupyter Notebook/6. Lists, Tuples and Directories Python Basics.mp4 73.67 MB
3. Setting up Python and Jupyter Notebook/6. Lists, Tuples and Directories Python Basics.vtt 14.62 KB
3. Setting up Python and Jupyter Notebook/7. Working with Numpy Library of Python.mp4 54.13 MB
3. Setting up Python and Jupyter Notebook/7. Working with Numpy Library of Python.vtt 9.12 KB
3. Setting up Python and Jupyter Notebook/8. Working with Panda Library of Python.mp4 56.46 MB
3. Setting up Python and Jupyter Notebook/8. Working with Panda Library of Python.vtt 7.24 KB
3. Setting up Python and Jupyter Notebook/8.1 Customer.csv.csv 64.02 KB
3. Setting up Python and Jupyter Notebook/9. Working with Seaborn Library of Python.mp4 48.87 MB
3. Setting up Python and Jupyter Notebook/9. Working with Seaborn Library of Python.vtt 6.54 KB
4. Introduction to Machine Learning/1. Introduction to Machine Learning.mp4 123.90 MB
4. Introduction to Machine Learning/1. Introduction to Machine Learning.vtt 16.30 KB
4. Introduction to Machine Learning/1.1 Lecture_machineLearning.pdf.pdf 991.61 KB
4. Introduction to Machine Learning/2. Building a Machine Learning Model.mp4 45.26 MB
4. Introduction to Machine Learning/2. Building a Machine Learning Model.vtt 8.59 KB
4. Introduction to Machine Learning/2.1 Lecture_machineLearning.pdf.pdf 991.61 KB
4. Introduction to Machine Learning/3. Introduction to Machine learning quiz.html 166 B
5. Data Preprocessing/1. Gathering Business Knowledge.mp4 25.11 MB
5. Data Preprocessing/1. Gathering Business Knowledge.vtt 3.45 KB
5. Data Preprocessing/1.1 03_01_PDE_Business_knowledge.pdf.pdf 153.94 KB
5. Data Preprocessing/10. Outlier Treatment in Python.mp4 86.57 MB
5. Data Preprocessing/10. Outlier Treatment in Python.vtt 11.17 KB
5. Data Preprocessing/11. Project Exercise 3.html 233 B
5. Data Preprocessing/12. Missing Value Imputation.mp4 27.56 MB
5. Data Preprocessing/12. Missing Value Imputation.vtt 3.61 KB
5. Data Preprocessing/12.1 04_05_PDE_Missing_value.pdf.pdf 315.68 KB
5. Data Preprocessing/13. Missing Value Imputation in Python.mp4 28.59 MB
5. Data Preprocessing/13. Missing Value Imputation in Python.vtt 3.57 KB
5. Data Preprocessing/14. Project Exercise 4.html 238 B
5. Data Preprocessing/15. Seasonality in Data.mp4 20.88 MB
5. Data Preprocessing/15. Seasonality in Data.vtt 3.30 KB
5. Data Preprocessing/15.1 04_07_PDE_Seasonality.pdf.pdf 364.09 KB
5. Data Preprocessing/16. Bi-variate analysis and Variable transformation.mp4 113.73 MB
5. Data Preprocessing/16. Bi-variate analysis and Variable transformation.vtt 16.09 KB
5. Data Preprocessing/16.1 04_07_Variable_Transformation.pdf.pdf 422.80 KB
5. Data Preprocessing/17. Variable transformation and deletion in Python.mp4 53.40 MB
5. Data Preprocessing/17. Variable transformation and deletion in Python.vtt 6.49 KB
5. Data Preprocessing/18. Project Exercise 5.html 285 B
5. Data Preprocessing/19. Non-usable variables.mp4 23.95 MB
5. Data Preprocessing/19. Non-usable variables.vtt 4.80 KB
5. Data Preprocessing/19.1 04_08_PDE_Non_Usable_var.pdf.pdf 138.35 KB
5. Data Preprocessing/2. Data Exploration.mp4 23.41 MB
5. Data Preprocessing/2. Data Exploration.vtt 3.21 KB
5. Data Preprocessing/2.1 03_02_PDE_Data_exploration.pdf.pdf 322.91 KB
5. Data Preprocessing/20. Dummy variable creation Handling qualitative data.mp4 40.63 MB
5. Data Preprocessing/20. Dummy variable creation Handling qualitative data.vtt 4.31 KB
5. Data Preprocessing/20.1 04_11_Dummy_Var.pdf.pdf 162.97 KB
5. Data Preprocessing/21. Dummy variable creation in Python.mp4 33.89 MB
5. Data Preprocessing/21. Dummy variable creation in Python.vtt 4.76 KB
5. Data Preprocessing/22. Project Exercise 6.html 202 B
5. Data Preprocessing/23. Correlation Analysis.mp4 81.30 MB
5. Data Preprocessing/23. Correlation Analysis.vtt 9.75 KB
5. Data Preprocessing/23.1 04_10_Correlation.pdf.pdf 256.91 KB
5. Data Preprocessing/24. Correlation Analysis in Python.mp4 68.03 MB
5. Data Preprocessing/24. Correlation Analysis in Python.vtt 5.81 KB
5. Data Preprocessing/25. Project Exercise 7.html 288 B
5. Data Preprocessing/3. The Dataset and the Data Dictionary.mp4 78.59 MB
5. Data Preprocessing/3. The Dataset and the Data Dictionary.vtt 6.89 KB
5. Data Preprocessing/3.1 03_03_PDE_Raw_Data_Analysis_Uni.pdf.pdf 331.98 KB
5. Data Preprocessing/3.2 House_Price.csv.csv 53.49 KB
5. Data Preprocessing/4. Importing Data in Python.mp4 32.46 MB
5. Data Preprocessing/4. Importing Data in Python.vtt 4.89 KB
5. Data Preprocessing/4.1 House_Price.csv.csv 53.49 KB
5. Data Preprocessing/5. Project exercise 1.html 431 B
5. Data Preprocessing/5.1 Movie_collection_train.csv.csv 43.31 KB
5. Data Preprocessing/6. Univariate analysis and EDD.mp4 27.30 MB
5. Data Preprocessing/6. Univariate analysis and EDD.vtt 3.10 KB
5. Data Preprocessing/6.1 03_04_PDE_Univariate_Analysis_Uni.pdf.pdf 333.39 KB
5. Data Preprocessing/7. EDD in Python.mp4 75.08 MB
5. Data Preprocessing/7. EDD in Python.vtt 9.00 KB
5. Data Preprocessing/8. Project Exercise 2.html 177 B
5. Data Preprocessing/9. Outlier Treatment.mp4 27.78 MB
5. Data Preprocessing/9. Outlier Treatment.vtt 3.99 KB
5. Data Preprocessing/9.1 04_06_PDE_Outlier_Treatment.pdf.pdf 355.14 KB
6. Linear Regression/1. The Problem Statement.mp4 10.68 MB
6. Linear Regression/1. The Problem Statement.vtt 1.44 KB
6. Linear Regression/1.1 05_01_Intro.pdf.pdf 239.32 KB
6. Linear Regression/10. Multiple Linear Regression in Python.mp4 88.14 MB
6. Linear Regression/10. Multiple Linear Regression in Python.vtt 10.81 KB
6. Linear Regression/11. Project Exercise 9.html 327 B
6. Linear Regression/12. Test-train split.mp4 49.14 MB
6. Linear Regression/12. Test-train split.vtt 8.95 KB
6. Linear Regression/12.1 05_12_Test_Train.pdf.pdf 238.78 KB
6. Linear Regression/13. Bias Variance trade-off.mp4 29.60 MB
6. Linear Regression/13. Bias Variance trade-off.vtt 5.69 KB
6. Linear Regression/13.1 05_13_Bias_Var_tradeoff.pdf.pdf 202.38 KB
6. Linear Regression/14. Test train split in Python.mp4 57.77 MB
6. Linear Regression/14. Test train split in Python.vtt 6.99 KB
6. Linear Regression/15. Linear models other than OLS.mp4 19.18 MB
6. Linear Regression/15. Linear models other than OLS.vtt 3.87 KB
6. Linear Regression/15.1 05_09_Other_lin_model.pdf.pdf 156.51 KB
6. Linear Regression/16. Subset selection techniques.mp4 87.14 MB
6. Linear Regression/16. Subset selection techniques.vtt 11.24 KB
6. Linear Regression/16.1 05_10_Subset_Selection.pdf.pdf 198.52 KB
6. Linear Regression/17. Shrinkage methods Ridge and Lasso.mp4 38.64 MB
6. Linear Regression/17. Shrinkage methods Ridge and Lasso.vtt 7.18 KB
6. Linear Regression/17.1 05_11_Shrinkage_methods.pdf.pdf 188.11 KB
6. Linear Regression/18. Ridge regression and Lasso in Python.mp4 156.64 MB
6. Linear Regression/18. Ridge regression and Lasso in Python.vtt 16.49 KB
6. Linear Regression/19. Project Exercise 10.html 424 B
6. Linear Regression/2. Basic Equations and Ordinary Least Squares (OLS) method.mp4 50.27 MB
6. Linear Regression/2. Basic Equations and Ordinary Least Squares (OLS) method.vtt 8.74 KB
6. Linear Regression/2.1 05_02_Simple_lin_reg.pdf.pdf 284.77 KB
6. Linear Regression/20. Final Project Exercise.html 301 B
6. Linear Regression/20.1 Movie_collection_test.csv.csv 11.72 KB
6. Linear Regression/21. Course Conclusion.html 1.63 KB
6. Linear Regression/3. Assessing accuracy of predicted coefficients.mp4 104.42 MB
6. Linear Regression/3. Assessing accuracy of predicted coefficients.vtt 13.99 KB
6. Linear Regression/3.1 05_03_Simple_lin_reg_Accuracy.pdf.pdf 332.72 KB
6. Linear Regression/4. Assessing Model Accuracy RSE and R squared.mp4 49.72 MB
6. Linear Regression/4. Assessing Model Accuracy RSE and R squared.vtt 7.06 KB
6. Linear Regression/4.1 05_03_Simple_lin_reg_Accuracy.pdf.pdf 332.72 KB
6. Linear Regression/5. Simple Linear Regression in Python.mp4 78.63 MB
6. Linear Regression/5. Simple Linear Regression in Python.vtt 78.64 MB
6. Linear Regression/6. Project Exercise 8.html 322 B
6. Linear Regression/7. Multiple Linear Regression.mp4 38.91 MB
6. Linear Regression/7. Multiple Linear Regression.vtt 5.08 KB
6. Linear Regression/7.1 05_04_Multiple_lin_reg.pdf.pdf 219.79 KB
6. Linear Regression/8. The F - statistic.mp4 64.12 MB
6. Linear Regression/8. The F - statistic.vtt 7.98 KB
6. Linear Regression/8.1 05_05_F_stat.pdf.pdf 328.48 KB
6. Linear Regression/9. Interpreting results of Categorical variables.mp4 27.13 MB
6. Linear Regression/9. Interpreting results of Categorical variables.vtt 4.68 KB
6. Linear Regression/9.1 05_06_Cat_var.pdf.pdf 155.49 KB
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