|
|
1. Gathering Business Knowledge.mp4
|
MP4
|
25.1 MB
|
|
|
1. Gathering Business Knowledge.vtt
|
VTT
|
3.4 KB
|
|
|
1. Installing R and R studio.mp4
|
MP4
|
40.8 MB
|
|
|
1. Installing R and R studio.vtt
|
VTT
|
6.6 KB
|
|
|
1. Introduction to Machine Learning.mp4
|
MP4
|
123.9 MB
|
|
|
1. Introduction to Machine Learning.vtt
|
VTT
|
21 KB
|
|
|
1. The problem statement.mp4
|
MP4
|
10.7 MB
|
|
|
1. The problem statement.vtt
|
VTT
|
1.4 KB
|
|
|
1. Types of Data.mp4
|
MP4
|
41.3 MB
|
|
|
1. Types of Data.vtt
|
VTT
|
4.3 KB
|
|
|
1. Welcome to the course!.mp4
|
MP4
|
19.5 MB
|
|
|
1. Welcome to the course!.vtt
|
VTT
|
3.2 KB
|
|
|
1.1 01_01_Lecture_TypesOfData.pdf.pdf
|
PDF
|
177.7 KB
|
|
|
1.1 03_01_PDE_Business_knowledge.pdf.pdf
|
PDF
|
153.9 KB
|
|
|
1.1 05_01_Intro.pdf.pdf
|
PDF
|
239.3 KB
|
|
|
1.1 Lecture_machineLearning.pdf.pdf
|
PDF
|
991.6 KB
|
|
|
10. Multiple Linear Regression in R.mp4
|
MP4
|
73.1 MB
|
|
|
10. Multiple Linear Regression in R.vtt
|
VTT
|
7.1 KB
|
|
|
10. Outlier Treatment in R.mp4
|
MP4
|
38 MB
|
|
|
10. Outlier Treatment in R.vtt
|
VTT
|
3.8 KB
|
|
|
11. Project Exercise 3.html
|
HTML
|
204.8 B
|
|
|
11. Project Exercise 9.html
|
HTML
|
307.2 B
|
|
|
12. Missing Value imputation.mp4
|
MP4
|
27.6 MB
|
|
|
12. Missing Value imputation.vtt
|
VTT
|
3.6 KB
|
|
|
12. Test-Train split.mp4
|
MP4
|
49.2 MB
|
|
|
12. Test-Train split.vtt
|
VTT
|
9 KB
|
|
|
12.1 04_05_PDE_Missing_value.pdf.pdf
|
PDF
|
315.7 KB
|
|
|
12.1 05_12_Test_Train.pdf.pdf
|
PDF
|
238.8 KB
|
|
|
13. Bias Variance trade-off.mp4
|
MP4
|
29.6 MB
|
|
|
13. Bias Variance trade-off.vtt
|
VTT
|
5.7 KB
|
|
|
13. Missing Value imputation in R.mp4
|
MP4
|
31.8 MB
|
|
|
13. Missing Value imputation in R.vtt
|
VTT
|
3.1 KB
|
|
|
13.1 05_13_Bias_Var_tradeoff.pdf.pdf
|
PDF
|
202.4 KB
|
|
|
14. Project Exercise 4.html
|
HTML
|
204.8 B
|
|
|
14. Test-Train Split in R.mp4
|
MP4
|
91.1 MB
|
|
|
14. Test-Train Split in R.vtt
|
VTT
|
7.3 KB
|
|
|
15. Linear models other than OLS.mp4
|
MP4
|
19.2 MB
|
|
|
15. Linear models other than OLS.vtt
|
VTT
|
3.9 KB
|
|
|
15. Seasonality in Data.mp4
|
MP4
|
20.9 MB
|
|
|
15. Seasonality in Data.vtt
|
VTT
|
3.3 KB
|
|
|
15.1 04_07_PDE_Seasonality.pdf.pdf
|
PDF
|
364.1 KB
|
|
|
15.1 05_09_Other_lin_model.pdf.pdf
|
PDF
|
156.5 KB
|
|
|
16. Bi-variate Analysis and Variable Transformation.mp4
|
MP4
|
113.8 MB
|
|
|
16. Bi-variate Analysis and Variable Transformation.vtt
|
VTT
|
16.1 KB
|
|
|
16. Subset Selection techniques.mp4
|
MP4
|
87.1 MB
|
|
|
16. Subset Selection techniques.vtt
|
VTT
|
11.2 KB
|
|
|
16.1 04_07_Variable_Transformation.pdf.pdf
|
PDF
|
422.8 KB
|
|
|
16.1 05_10_Subset_Selection.pdf.pdf
|
PDF
|
198.5 KB
|
|
|
17. Subset selection in R.mp4
|
MP4
|
76.6 MB
|
|
|
17. Subset selection in R.vtt
|
VTT
|
6.7 KB
|
|
|
17. Variable transformation in R.mp4
|
MP4
|
67.9 MB
|
|
|
17. Variable transformation in R.vtt
|
VTT
|
8 KB
|
|
|
18. Project Exercise 10.html
|
HTML
|
204.8 B
|
|
|
18. Project Exercise 5.html
|
HTML
|
307.2 B
|
|
|
19. Non Usable Variables.mp4
|
MP4
|
24 MB
|
|
|
19. Non Usable Variables.vtt
|
VTT
|
2 MB
|
|
|
19. Shrinkage methods - Ridge Regression and The Lasso.mp4
|
MP4
|
53 MB
|
|
|
19. Shrinkage methods - Ridge Regression and The Lasso.vtt
|
VTT
|
7.2 KB
|
|
|
19.1 04_08_PDE_Non_Usable_var.pdf.pdf
|
PDF
|
138.3 KB
|
|
|
19.1 05_11_Shrinkage_methods.pdf.pdf
|
PDF
|
188.1 KB
|
|
|
2. Basic equations and Ordinary Least Squared (OLS) method.mp4
|
MP4
|
50.2 MB
|
|
|
2. Basic equations and Ordinary Least Squared (OLS) method.vtt
|
VTT
|
8.7 KB
|
|
|
2. Basics of R and R studio.mp4
|
MP4
|
48.2 MB
|
|
|
2. Basics of R and R studio.vtt
|
VTT
|
12.8 KB
|
|
|
2. Building a Machine Learning model.mp4
|
MP4
|
45.3 MB
|
|
|
2. Building a Machine Learning model.vtt
|
VTT
|
11.5 KB
|
|
|
2. Course contents.mp4
|
MP4
|
63.5 MB
|
|
|
2. Course contents.vtt
|
VTT
|
9.4 KB
|
|
|
2. Data Exploration.mp4
|
MP4
|
23.4 MB
|
|
|
2. Data Exploration.vtt
|
VTT
|
3.2 KB
|
|
|
2. Types of Statistics.mp4
|
MP4
|
13.2 MB
|
|
|
2. Types of Statistics.vtt
|
VTT
|
2.7 KB
|
|
|
2.1 00_Introduction_01.pdf.pdf
|
PDF
|
791.5 KB
|
|
|
2.1 01_02_Lecture_TypesOfStatistics.pdf.pdf
|
PDF
|
171.7 KB
|
|
|
2.1 03_02_PDE_Data_exploration.pdf.pdf
|
PDF
|
322.9 KB
|
|
|
2.1 05_02_Simple_lin_reg.pdf.pdf
|
PDF
|
284.8 KB
|
|
|
2.1 Lecture_machineLearning.pdf.pdf
|
PDF
|
991.6 KB
|
|
|
20. Dummy variable creation Handling qualitative data.mp4
|
MP4
|
40.6 MB
|
|
|
20. Dummy variable creation Handling qualitative data.vtt
|
VTT
|
4.3 KB
|
|
|
20. Ridge regression and Lasso in R.mp4
|
MP4
|
181.1 MB
|
|
|
20. Ridge regression and Lasso in R.vtt
|
VTT
|
9.9 KB
|
|
|
20.1 04_11_Dummy_Var.pdf.pdf
|
PDF
|
163 KB
|
|
|
21. Dummy variable creation in R.mp4
|
MP4
|
52.3 MB
|
|
|
21. Dummy variable creation in R.vtt
|
VTT
|
4.5 KB
|
|
|
21. Project Exercise 11.html
|
HTML
|
409.6 B
|
|
|
22. Final Project Exercise.html
|
HTML
|
307.2 B
|
|
|
22. Project Exercise 6.html
|
HTML
|
204.8 B
|
|
|
22.1 Movie_collection_test.csv.csv
|
CSV
|
11.7 KB
|
|
|
23. Correlation Matrix and cause-effect relationship.mp4
|
MP4
|
81.3 MB
|
|
|
23. Correlation Matrix and cause-effect relationship.vtt
|
VTT
|
9.7 KB
|
|
|
23. Course Conclusion.html
|
HTML
|
1.7 KB
|
|
|
23.1 04_10_Correlation.pdf.pdf
|
PDF
|
256.9 KB
|
|
|
24. Correlation Matrix in R.mp4
|
MP4
|
95 MB
|
|
|
24. Correlation Matrix in R.vtt
|
VTT
|
8.1 KB
|
|
|
25. Project Exercise 7.html
|
HTML
|
307.2 B
|
|
|
3. Assessing Accuracy of predicted coefficients.mp4
|
MP4
|
104.4 MB
|
|
|
3. Assessing Accuracy of predicted coefficients.vtt
|
VTT
|
14 KB
|
|
|
3. Describing the data graphically.mp4
|
MP4
|
82.2 MB
|
|
|
3. Describing the data graphically.vtt
|
VTT
|
11.3 KB
|
|
|
3. Introduction to Machine learning quiz.html
|
HTML
|
204.8 B
|
|
|
3. Packages in R.mp4
|
MP4
|
98.7 MB
|
|
|
3. Packages in R.vtt
|
VTT
|
12.9 KB
|
|
|
3. The Data and the Data Dictionary.mp4
|
MP4
|
78.6 MB
|
|
|
3. The Data and the Data Dictionary.vtt
|
VTT
|
6.9 KB
|
|
|
3.1 01_03_Lecture_DataSummaryandGraph.pdf.pdf
|
PDF
|
317.9 KB
|
|
|
3.1 05_03_Simple_lin_reg_Accuracy.pdf.pdf
|
PDF
|
332.7 KB
|
|
|
3.1 House_Price.csv.csv
|
CSV
|
53.5 KB
|
|
|
3.2 03_03_PDE_Raw_Data_Analysis_Uni.pdf.pdf
|
PDF
|
332 KB
|
|
|
4. Assessing Model Accuracy - RSE and R squared.mp4
|
MP4
|
49.7 MB
|
|
|
4. Assessing Model Accuracy - RSE and R squared.vtt
|
VTT
|
7.1 KB
|
|
|
4. Importing the dataset into R.mp4
|
MP4
|
16 MB
|
|
|
4. Importing the dataset into R.vtt
|
VTT
|
2.3 KB
|
|
|
4. Inputting data part 1 Inbuilt datasets of R.mp4
|
MP4
|
46.2 MB
|
|
|
4. Inputting data part 1 Inbuilt datasets of R.vtt
|
VTT
|
4.9 KB
|
|
|
4. Measures of Centers.mp4
|
MP4
|
45.7 MB
|
|
|
4. Measures of Centers.vtt
|
VTT
|
6.4 KB
|
|
|
4.1 01_04_Lecture_Centers.pdf.pdf
|
PDF
|
313 KB
|
|
|
4.1 05_03_Simple_lin_reg_Accuracy.pdf.pdf
|
PDF
|
332.7 KB
|
|
|
4.1 House_Price.csv.csv
|
CSV
|
53.5 KB
|
|
|
5. Inputting data part 2 Manual data entry.mp4
|
MP4
|
30.9 MB
|
|
|
5. Inputting data part 2 Manual data entry.vtt
|
VTT
|
3.3 KB
|
|
|
5. Practice Exercise 1.html
|
HTML
|
307.2 B
|
|
|
5. Project Exercise 1.html
|
HTML
|
409.6 B
|
|
|
5. Simple Linear Regression in R.mp4
|
MP4
|
50.6 MB
|
|
|
5. Simple Linear Regression in R.vtt
|
VTT
|
7.1 KB
|
|
|
5.1 Exercise 1.pdf.pdf
|
PDF
|
553.8 KB
|
|
|
5.1 Movie_collection_train.csv.csv
|
CSV
|
43.3 KB
|
|
|
6. Inputting data part 3 Importing from CSV or Text files.mp4
|
MP4
|
69.1 MB
|
|
|
6. Inputting data part 3 Importing from CSV or Text files.vtt
|
VTT
|
7.5 KB
|
|
|
6. Measures of Dispersion.mp4
|
MP4
|
28.4 MB
|
|
|
6. Measures of Dispersion.vtt
|
VTT
|
4.7 KB
|
|
|
6. Project Exercise 8.html
|
HTML
|
307.2 B
|
|
|
6. Univariate Analysis and EDD.mp4
|
MP4
|
27.3 MB
|
|
|
6. Univariate Analysis and EDD.vtt
|
VTT
|
3.1 KB
|
|
|
6.1 01_05_Lecture_Dispersion.pdf.pdf
|
PDF
|
210.6 KB
|
|
|
6.1 03_04_PDE_Univariate_Analysis_Uni.pdf.pdf
|
PDF
|
333.4 KB
|
|
|
7. Creating Barplots in R.mp4
|
MP4
|
117.5 MB
|
|
|
7. Creating Barplots in R.vtt
|
VTT
|
16.3 KB
|
|
|
7. EDD in R.mp4
|
MP4
|
112.3 MB
|
|
|
7. EDD in R.vtt
|
VTT
|
10.1 KB
|
|
|
7. Multiple Linear Regression.mp4
|
MP4
|
38.9 MB
|
|
|
7. Multiple Linear Regression.vtt
|
VTT
|
5.1 KB
|
|
|
7. Practice Exercise 2.html
|
HTML
|
307.2 B
|
|
|
7.1 05_04_Multiple_lin_reg.pdf.pdf
|
PDF
|
219.8 KB
|
|
|
7.1 Exercise 2.pdf.pdf
|
PDF
|
469.9 KB
|
|
|
8. Creating Histograms in R.mp4
|
MP4
|
51.5 MB
|
|
|
8. Creating Histograms in R.vtt
|
VTT
|
6.8 KB
|
|
|
8. Project Exercise 2.html
|
HTML
|
204.8 B
|
|
|
8. The F - statistic.mp4
|
MP4
|
64.2 MB
|
|
|
8. The F - statistic.vtt
|
VTT
|
8 KB
|
|
|
8.1 05_05_F_stat.pdf.pdf
|
PDF
|
328.5 KB
|
|
|
9. Interpreting result for categorical Variable.mp4
|
MP4
|
27.2 MB
|
|
|
9. Interpreting result for categorical Variable.vtt
|
VTT
|
4.7 KB
|
|
|
9. Outlier Treatment.mp4
|
MP4
|
27.8 MB
|
|
|
9. Outlier Treatment.vtt
|
VTT
|
4 KB
|
|
|
9.1 04_06_PDE_Outlier_Treatment.pdf.pdf
|
PDF
|
355.1 KB
|
|
|
9.1 05_06_Cat_var.pdf.pdf
|
PDF
|
155.5 KB
|
|
|
Discuss.FTUForum.com.html
|
HTML
|
31.9 KB
|
|
|
FTUForum.com.html
|
HTML
|
100.4 KB
|
|
|
FreeCoursesOnline.Me.html
|
HTML
|
108.3 KB
|
|
|
How you can help Team-FTU.txt
|
TXT
|
204.8 B
|
|
|
Torrent Downloaded From GloDls.to.txt
|
TXT
|
102.4 B
|
|
|
[TGx]Downloaded from torrentgalaxy.org.txt
|
TXT
|
512 B
|