1 Welcome to the course!
文件数目174
文件大小2.78 GB
收录时间2026-09-16 03:06:51
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文件列表 / 大小
0. Websites you may like/[CourseClub.ME].url
122 B
0. Websites you may like/[FCS Forum].url
133 B
0. Websites you may like/[FreeCourseSite.com].url
127 B
0. Websites you may like/[GigaCourse.Com].url
49 B
1. Introduction/1. Welcome to the course!.mp4
15.41 MB 需客户端
1. Introduction/1. Welcome to the course!.srt
3.41 KB
1. Introduction/2. Course Resources.html
345 B
1. Introduction/3. Course contents.mp4
47.04 MB 需客户端
1. Introduction/3. Course contents.srt
10.20 KB
1. Introduction/3.1 00_Introduction_01.pdf
791.49 KB
1. Introduction/4. This is a milestone!.mp4
20.68 MB 需客户端
1. Introduction/4. This is a milestone!.srt
3.78 KB
2. Basics of Statistics/1. Types of Data.mp4
21.77 MB 需客户端
2. Basics of Statistics/1. Types of Data.srt
5.04 KB
2. Basics of Statistics/1.1 01_01_Lecture_TypesOfData.pdf
177.74 KB
2. Basics of Statistics/2. Types of Statistics.mp4
10.93 MB 需客户端
2. Basics of Statistics/2. Types of Statistics.srt
3.17 KB
2. Basics of Statistics/2.1 01_02_Lecture_TypesOfStatistics.pdf
171.73 KB
2. Basics of Statistics/3. Describing the data graphically.mp4
65.37 MB 需客户端
2. Basics of Statistics/3. Describing the data graphically.srt
12.77 KB
2. Basics of Statistics/3.1 01_03_Lecture_DataSummaryandGraph.pdf
317.85 KB
2. Basics of Statistics/4. Measures of Centers.mp4
38.59 MB 需客户端
2. Basics of Statistics/4. Measures of Centers.srt
7.87 KB
2. Basics of Statistics/4.1 01_04_Lecture_Centers.pdf
312.98 KB
2. Basics of Statistics/5. Practice Exercise 1.html
354 B
2. Basics of Statistics/5.1 Exercise 1.pdf
553.83 KB
2. Basics of Statistics/6. Measures of Dispersion.mp4
22.87 MB 需客户端
2. Basics of Statistics/6. Measures of Dispersion.srt
5.23 KB
2. Basics of Statistics/7. Practice Exercise 2.html
295 B
2. Basics of Statistics/7.1 Exercise 2.pdf
479.93 KB
3. Getting started with R and R studio/1. Installing R and R studio.mp4
40.84 MB 需客户端
3. Getting started with R and R studio/1. Installing R and R studio.srt
7.32 KB
3. Getting started with R and R studio/2. Basics of R and R studio.mp4
48.20 MB 需客户端
3. Getting started with R and R studio/2. Basics of R and R studio.srt
14.27 KB
3. Getting started with R and R studio/3. Packages in R.mp4
98.68 MB 需客户端
3. Getting started with R and R studio/3. Packages in R.srt
14.40 KB
3. Getting started with R and R studio/4. Inputting data part 1 Inbuilt datasets of R.mp4
46.15 MB 需客户端
3. Getting started with R and R studio/4. Inputting data part 1 Inbuilt datasets of R.srt
5.48 KB
3. Getting started with R and R studio/5. Inputting data part 2 Manual data entry.mp4
30.87 MB 需客户端
3. Getting started with R and R studio/5. Inputting data part 2 Manual data entry.srt
3.61 KB
3. Getting started with R and R studio/6. Inputting data part 3 Importing from CSV or Text files.mp4
69.15 MB 需客户端
3. Getting started with R and R studio/6. Inputting data part 3 Importing from CSV or Text files.srt
8.34 KB
3. Getting started with R and R studio/6.1 Customer.csv
74.02 KB
3. Getting started with R and R studio/7. Creating Barplots in R.mp4
117.55 MB 需客户端
3. Getting started with R and R studio/7. Creating Barplots in R.srt
18.21 KB
3. Getting started with R and R studio/8. Creating Histograms in R.mp4
51.51 MB 需客户端
3. Getting started with R and R studio/8. Creating Histograms in R.srt
7.51 KB
4. Introduction to Machine Learning/1. Introduction to Machine Learning.mp4
123.89 MB 需客户端
4. Introduction to Machine Learning/1. Introduction to Machine Learning.srt
23.23 KB
4. Introduction to Machine Learning/1.1 Lecture_machineLearning.pdf
991.61 KB
4. Introduction to Machine Learning/2. Building a Machine Learning model.mp4
45.28 MB 需客户端
4. Introduction to Machine Learning/2. Building a Machine Learning model.srt
12.75 KB
4. Introduction to Machine Learning/2.1 Lecture_machineLearning.pdf
1,001.61 KB
4. Introduction to Machine Learning/3. Introduction to Machine learning quiz.html
207 B
5. Data Preprocessing/1. Gathering Business Knowledge.mp4
25.12 MB 需客户端
5. Data Preprocessing/1. Gathering Business Knowledge.srt
3.90 KB
5. Data Preprocessing/1.1 03_01_PDE_Business_knowledge.pdf
163.94 KB
5. Data Preprocessing/10. Outlier Treatment in R.mp4
37.98 MB 需客户端
5. Data Preprocessing/10. Outlier Treatment in R.srt
4.34 KB
5. Data Preprocessing/11. Project Exercise 3.html
233 B
5. Data Preprocessing/12. Missing Value imputation.mp4
27.56 MB 需客户端
5. Data Preprocessing/12. Missing Value imputation.srt
4.08 KB
5. Data Preprocessing/12.1 04_05_PDE_Missing_value.pdf
315.68 KB
5. Data Preprocessing/13. Missing Value imputation in R.mp4
31.77 MB 需客户端
5. Data Preprocessing/13. Missing Value imputation in R.srt
3.46 KB
5. Data Preprocessing/14. Project Exercise 4.html
238 B
5. Data Preprocessing/15. Seasonality in Data.mp4
20.90 MB 需客户端
5. Data Preprocessing/15. Seasonality in Data.srt
3.78 KB
5. Data Preprocessing/15.1 04_07_PDE_Seasonality.pdf
364.09 KB
5. Data Preprocessing/16. Bi-variate Analysis and Variable Transformation.mp4
113.76 MB 需客户端
5. Data Preprocessing/16. Bi-variate Analysis and Variable Transformation.srt
18.29 KB
5. Data Preprocessing/16.1 04_07_Variable_Transformation.pdf
422.80 KB
5. Data Preprocessing/17. Variable transformation in R.mp4
67.86 MB 需客户端
5. Data Preprocessing/17. Variable transformation in R.srt
9.08 KB
5. Data Preprocessing/18. Project Exercise 5.html
286 B
5. Data Preprocessing/19. Non Usable Variables.mp4
23.95 MB 需客户端
5. Data Preprocessing/19. Non Usable Variables.srt
5.39 KB
5. Data Preprocessing/19.1 04_08_PDE_Non_Usable_var.pdf
148.35 KB
5. Data Preprocessing/2. Data Exploration.mp4
23.41 MB 需客户端
5. Data Preprocessing/2. Data Exploration.srt
3.60 KB
5. Data Preprocessing/2.1 03_02_PDE_Data_exploration.pdf
322.91 KB
5. Data Preprocessing/20. Dummy variable creation Handling qualitative data.mp4
40.61 MB 需客户端
5. Data Preprocessing/20. Dummy variable creation Handling qualitative data.srt
4.86 KB
5. Data Preprocessing/20.1 04_11_Dummy_Var.pdf
162.97 KB
5. Data Preprocessing/21. Dummy variable creation in R.mp4
52.26 MB 需客户端
5. Data Preprocessing/21. Dummy variable creation in R.srt
5.19 KB
5. Data Preprocessing/22. Project Exercise 6.html
202 B
5. Data Preprocessing/23. Correlation Matrix and cause-effect relationship.mp4
81.28 MB 需客户端
5. Data Preprocessing/23. Correlation Matrix and cause-effect relationship.srt
11.04 KB
5. Data Preprocessing/23.1 04_10_Correlation.pdf
256.91 KB
5. Data Preprocessing/24. Correlation Matrix in R.mp4
95.06 MB 需客户端
5. Data Preprocessing/24. Correlation Matrix in R.srt
9.09 KB
5. Data Preprocessing/25. Project Exercise 7.html
288 B
5. Data Preprocessing/26. Quiz.html
207 B
5. Data Preprocessing/3. The Data and the Data Dictionary.mp4
78.57 MB 需客户端
5. Data Preprocessing/3. The Data and the Data Dictionary.srt
7.78 KB
5. Data Preprocessing/3.1 03_03_PDE_Raw_Data_Analysis_Uni.pdf
331.98 KB
5. Data Preprocessing/3.2 House_Price.csv
63.49 KB
5. Data Preprocessing/4. Importing the dataset into R.mp4
15.99 MB 需客户端
5. Data Preprocessing/4. Importing the dataset into R.srt
2.60 KB
5. Data Preprocessing/4.1 House_Price.csv
53.49 KB
5. Data Preprocessing/4.2 R_Linear.zip
1.13 KB
5. Data Preprocessing/5. Project Exercise 1.html
447 B
5. Data Preprocessing/5.1 Movie_collection_train.csv
43.31 KB
5. Data Preprocessing/6. Univariate Analysis and EDD.mp4
27.30 MB 需客户端
5. Data Preprocessing/6. Univariate Analysis and EDD.srt
3.44 KB
5. Data Preprocessing/6.1 03_04_PDE_Univariate_Analysis_Uni.pdf
333.39 KB
5. Data Preprocessing/7. EDD in R.mp4
112.27 MB 需客户端
5. Data Preprocessing/7. EDD in R.srt
11.55 KB
5. Data Preprocessing/8. Project Exercise 2.html
177 B
5. Data Preprocessing/9. Outlier Treatment.mp4
27.76 MB 需客户端
5. Data Preprocessing/9. Outlier Treatment.srt
4.46 KB
5. Data Preprocessing/9.1 04_06_PDE_Outlier_Treatment.pdf
365.14 KB
6. Linear Regression Model/1. The problem statement.mp4
10.67 MB 需客户端
6. Linear Regression Model/1. The problem statement.srt
1.62 KB
6. Linear Regression Model/1.1 05_01_Intro.pdf
239.32 KB
6. Linear Regression Model/10. Interpreting result for categorical Variable.mp4
27.16 MB 需客户端
6. Linear Regression Model/10. Interpreting result for categorical Variable.srt
5.29 KB
6. Linear Regression Model/10.1 05_06_Cat_var.pdf
155.49 KB
6. Linear Regression Model/11. Multiple Linear Regression in R.mp4
73.10 MB 需客户端
6. Linear Regression Model/11. Multiple Linear Regression in R.srt
8.10 KB
6. Linear Regression Model/12. Quiz.html
207 B
6. Linear Regression Model/13. Project Exercise 9.html
328 B
6. Linear Regression Model/14. Test-Train split.mp4
49.16 MB 需客户端
6. Linear Regression Model/14. Test-Train split.srt
10.09 KB
6. Linear Regression Model/14.1 05_12_Test_Train.pdf
238.78 KB
6. Linear Regression Model/15. Bias Variance trade-off.mp4
29.59 MB 需客户端
6. Linear Regression Model/15. Bias Variance trade-off.srt
6.41 KB
6. Linear Regression Model/15.1 05_13_Bias_Var_tradeoff.pdf
212.38 KB
6. Linear Regression Model/16. More about test-train split.html
559 B
6. Linear Regression Model/17. Test-Train Split in R.mp4
91.05 MB 需客户端
6. Linear Regression Model/17. Test-Train Split in R.srt
8.41 KB
6. Linear Regression Model/18. Quiz.html
207 B
6. Linear Regression Model/2. Basic equations and Ordinary Least Squared (OLS) method.mp4
50.23 MB 需客户端
6. Linear Regression Model/2. Basic equations and Ordinary Least Squared (OLS) method.srt
9.89 KB
6. Linear Regression Model/2.1 05_02_Simple_lin_reg.pdf
284.77 KB
6. Linear Regression Model/3. Assessing Accuracy of predicted coefficients.mp4
104.44 MB 需客户端
6. Linear Regression Model/3. Assessing Accuracy of predicted coefficients.srt
15.83 KB
6. Linear Regression Model/3.1 05_03_Simple_lin_reg_Accuracy.pdf
332.72 KB
6. Linear Regression Model/4. Assessing Model Accuracy - RSE and R squared.mp4
49.74 MB 需客户端
6. Linear Regression Model/4. Assessing Model Accuracy - RSE and R squared.srt
8.02 KB
6. Linear Regression Model/4.1 05_03_Simple_lin_reg_Accuracy.pdf
332.72 KB
6. Linear Regression Model/5. Simple Linear Regression in R.mp4
50.59 MB 需客户端
6. Linear Regression Model/5. Simple Linear Regression in R.srt
7.99 KB
6. Linear Regression Model/6. Project Exercise 8.html
322 B
6. Linear Regression Model/7. Multiple Linear Regression.mp4
38.91 MB 需客户端
6. Linear Regression Model/7. Multiple Linear Regression.srt
5.73 KB
6. Linear Regression Model/7.1 05_04_Multiple_lin_reg.pdf
229.79 KB
6. Linear Regression Model/8. The F - statistic.mp4
64.16 MB 需客户端
6. Linear Regression Model/8. The F - statistic.srt
9.03 KB
6. Linear Regression Model/8.1 05_05_F_stat.pdf
338.48 KB
6. Linear Regression Model/9. Quiz.html
207 B
7. Regression models other than OLS/1. Linear models other than OLS.mp4
19.18 MB 需客户端
7. Regression models other than OLS/1. Linear models other than OLS.srt
4.36 KB
7. Regression models other than OLS/1.1 05_09_Other_lin_model.pdf
156.51 KB
7. Regression models other than OLS/2. Subset Selection techniques.mp4
87.12 MB 需客户端
7. Regression models other than OLS/2. Subset Selection techniques.srt
12.78 KB
7. Regression models other than OLS/2.1 05_10_Subset_Selection.pdf
198.52 KB
7. Regression models other than OLS/3. Subset selection in R.mp4
76.62 MB 需客户端
7. Regression models other than OLS/3. Subset selection in R.srt
7.61 KB
7. Regression models other than OLS/4. Project Exercise 10.html
199 B
7. Regression models other than OLS/5. Shrinkage methods - Ridge Regression and The Lasso.mp4
38.68 MB 需客户端
7. Regression models other than OLS/5. Shrinkage methods - Ridge Regression and The Lasso.srt
8.05 KB
7. Regression models other than OLS/5.1 05_11_Shrinkage_methods.pdf
188.11 KB
7. Regression models other than OLS/6. Ridge regression and Lasso in R.mp4
124.24 MB 需客户端
7. Regression models other than OLS/6. Ridge regression and Lasso in R.srt
11.38 KB
7. Regression models other than OLS/7. Heteroscedasticity.mp4
17.72 MB 需客户端
7. Regression models other than OLS/7. Heteroscedasticity.srt
2.61 KB
7. Regression models other than OLS/8. Project Exercise 11.html
398 B
8. Conclusion/1. Final Project Exercise.html
329 B
8. Conclusion/1.1 Movie_collection_test.csv
11.72 KB
8. Conclusion/2. The final milestone!.mp4
11.86 MB 需客户端
8. Conclusion/2. The final milestone!.srt
1.73 KB
8. Conclusion/3. Congratulations & About your certificate.html
1.85 KB