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

File Name

Size

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

16 MB

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

3.2 kB

1. Introduction/2. Course contents.mp4

48 MB

1. Introduction/2. Course contents.vtt

8.0 kB

1. Introduction/2.1 00_Introduction_01.pdf.pdf

792 kB

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

26 MB

2. Basics of Statistics/1. Types of Data.vtt

4.3 kB

2. Basics of Statistics/1.1 01_01_Lecture_TypesOfData.pdf.pdf

178 kB

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

13 MB

2. Basics of Statistics/2. Types of Statistics.vtt

2.7 kB

2. Basics of Statistics/2.1 01_02_Lecture_TypesOfStatistics.pdf.pdf

172 kB

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

82 MB

2. Basics of Statistics/3. Describing data Graphically.vtt

11 kB

2. Basics of Statistics/3.1 01_03_Lecture_DataSummaryandGraph.pdf.pdf

318 kB

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

46 MB

2. Basics of Statistics/4. Measures of Centers.vtt

6.4 kB

2. Basics of Statistics/4.1 01_04_Lecture_Centers.pdf.pdf

313 kB

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

357 B

2. Basics of Statistics/5.1 Exercise 1.pdf.pdf

554 kB

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

28 MB

2. Basics of Statistics/6. Measures of Dispersion.vtt

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2. Basics of Statistics/6.1 01_05_Lecture_Dispersion.pdf.pdf

211 kB

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

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2. Basics of Statistics/7.1 Exercise 2.pdf.pdf

470 kB

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

19 MB

3. Setting up Python and Jupyter Notebook/1. Installing Python and Anaconda.vtt

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

73 MB

3. Setting up Python and Jupyter Notebook/2. Opening Jupyter Notebook.vtt

8.0 kB

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

51 MB

3. Setting up Python and Jupyter Notebook/3. Introduction to Jupyter.vtt

11 kB

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

16 MB

3. Setting up Python and Jupyter Notebook/4. Arithmetic operators in Python Python Basics.vtt

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

81 MB

3. Setting up Python and Jupyter Notebook/5. Strings in Python Python Basics.vtt

14 kB

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

74 MB

3. Setting up Python and Jupyter Notebook/6. Lists, Tuples and Directories Python Basics.vtt

15 kB

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

54 MB

3. Setting up Python and Jupyter Notebook/7. Working with Numpy Library of Python.vtt

9.1 kB

3. Setting up Python and Jupyter Notebook/8. Working with Panda Library of Python.mp4

56 MB

3. Setting up Python and Jupyter Notebook/8. Working with Panda Library of Python.vtt

7.2 kB

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

64 kB

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

49 MB

3. Setting up Python and Jupyter Notebook/9. Working with Seaborn Library of Python.vtt

6.5 kB

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

124 MB

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

16 kB

4. Introduction to Machine Learning/1.1 Lecture_machineLearning.pdf.pdf

992 kB

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

45 MB

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

8.6 kB

4. Introduction to Machine Learning/2.1 Lecture_machineLearning.pdf.pdf

992 kB

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

166 B

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

25 MB

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

3.4 kB

5. Data Preprocessing/1.1 03_01_PDE_Business_knowledge.pdf.pdf

154 kB

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

87 MB

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

11 kB

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

233 B

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

28 MB

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

3.6 kB

5. Data Preprocessing/12.1 04_05_PDE_Missing_value.pdf.pdf

316 kB

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

29 MB

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

3.6 kB

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

238 B

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

21 MB

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

3.3 kB

5. Data Preprocessing/15.1 04_07_PDE_Seasonality.pdf.pdf

364 kB

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

114 MB

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

16 kB

5. Data Preprocessing/16.1 04_07_Variable_Transformation.pdf.pdf

423 kB

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

53 MB

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

6.5 kB

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

285 B

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

24 MB

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

4.8 kB

5. Data Preprocessing/19.1 04_08_PDE_Non_Usable_var.pdf.pdf

138 kB

5. Data Preprocessing/2. Data Exploration.mp4

23 MB

5. Data Preprocessing/2. Data Exploration.vtt

3.2 kB

5. Data Preprocessing/2.1 03_02_PDE_Data_exploration.pdf.pdf

323 kB

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

41 MB

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

4.3 kB

5. Data Preprocessing/20.1 04_11_Dummy_Var.pdf.pdf

163 kB

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

34 MB

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

4.8 kB

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

202 B

5. Data Preprocessing/23. Correlation Analysis.mp4

81 MB

5. Data Preprocessing/23. Correlation Analysis.vtt

9.7 kB

5. Data Preprocessing/23.1 04_10_Correlation.pdf.pdf

257 kB

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

68 MB

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

5.8 kB

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

288 B

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

79 MB

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

6.9 kB

5. Data Preprocessing/3.1 03_03_PDE_Raw_Data_Analysis_Uni.pdf.pdf

332 kB

5. Data Preprocessing/3.2 House_Price.csv.csv

54 kB

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

32 MB

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

4.9 kB

5. Data Preprocessing/4.1 House_Price.csv.csv

54 kB

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

431 B

5. Data Preprocessing/5.1 Movie_collection_train.csv.csv

43 kB

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

27 MB

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

3.1 kB

5. Data Preprocessing/6.1 03_04_PDE_Univariate_Analysis_Uni.pdf.pdf

333 kB

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

75 MB

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

9.0 kB

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

177 B

5. Data Preprocessing/9. Outlier Treatment.mp4

28 MB

5. Data Preprocessing/9. Outlier Treatment.vtt

4.0 kB

5. Data Preprocessing/9.1 04_06_PDE_Outlier_Treatment.pdf.pdf

355 kB

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

11 MB

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

1.4 kB

6. Linear Regression/1.1 05_01_Intro.pdf.pdf

239 kB

6. Linear Regression/10. Multiple Linear Regression in Python.mp4

88 MB

6. Linear Regression/10. Multiple Linear Regression in Python.vtt

11 kB

6. Linear Regression/11. Project Exercise 9.html

327 B

6. Linear Regression/12. Test-train split.mp4

49 MB

6. Linear Regression/12. Test-train split.vtt

9.0 kB

6. Linear Regression/12.1 05_12_Test_Train.pdf.pdf

239 kB

6. Linear Regression/13. Bias Variance trade-off.mp4

30 MB

6. Linear Regression/13. Bias Variance trade-off.vtt

5.7 kB

6. Linear Regression/13.1 05_13_Bias_Var_tradeoff.pdf.pdf

202 kB

6. Linear Regression/14. Test train split in Python.mp4

58 MB

6. Linear Regression/14. Test train split in Python.vtt

7.0 kB

6. Linear Regression/15. Linear models other than OLS.mp4

19 MB

6. Linear Regression/15. Linear models other than OLS.vtt

3.9 kB

6. Linear Regression/15.1 05_09_Other_lin_model.pdf.pdf

156 kB

6. Linear Regression/16. Subset selection techniques.mp4

87 MB

6. Linear Regression/16. Subset selection techniques.vtt

11 kB

6. Linear Regression/16.1 05_10_Subset_Selection.pdf.pdf

198 kB

6. Linear Regression/17. Shrinkage methods Ridge and Lasso.mp4

39 MB

6. Linear Regression/17. Shrinkage methods Ridge and Lasso.vtt

7.2 kB

6. Linear Regression/17.1 05_11_Shrinkage_methods.pdf.pdf

188 kB

6. Linear Regression/18. Ridge regression and Lasso in Python.mp4

157 MB

6. Linear Regression/18. Ridge regression and Lasso in Python.vtt

16 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 MB

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

8.7 kB

6. Linear Regression/2.1 05_02_Simple_lin_reg.pdf.pdf

285 kB

6. Linear Regression/20. Final Project Exercise.html

301 B

6. Linear Regression/20.1 Movie_collection_test.csv.csv

12 kB

6. Linear Regression/21. Course Conclusion.html

1.6 kB

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

104 MB

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

14 kB

6. Linear Regression/3.1 05_03_Simple_lin_reg_Accuracy.pdf.pdf

333 kB

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

50 MB

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

7.1 kB

6. Linear Regression/4.1 05_03_Simple_lin_reg_Accuracy.pdf.pdf

333 kB

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

79 MB

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

79 MB

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

322 B

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

39 MB

6. Linear Regression/7. Multiple Linear Regression.vtt

5.1 kB

6. Linear Regression/7.1 05_04_Multiple_lin_reg.pdf.pdf

220 kB

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

64 MB

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

8.0 kB

6. Linear Regression/8.1 05_05_F_stat.pdf.pdf

328 kB

6. Linear Regression/9. Interpreting results of Categorical variables.mp4

27 MB

6. Linear Regression/9. Interpreting results of Categorical variables.vtt

4.7 kB

6. Linear Regression/9.1 05_06_Cat_var.pdf.pdf

156 kB

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