[FreeCourseSite com] Udemy - Complete Machine Learning with R Studio - ML for 2023
File List
| File | Size |
|---|---|
| 0. Websites you may like/[CourseClub.Me].url | 122 B |
| 0. Websites you may like/[FreeCourseSite.com].url | 127 B |
| 0. Websites you may like/[GigaCourse.Com].url | 49 B |
| 1. Welcome to the course/1. Introduction.mp4 | 21.19 MB |
| 1. Welcome to the course/1. Introduction.srt | 2.88 KB |
| 1. Welcome to the course/2. Course Resources.html | 346 B |
| 10. Linear Discriminant Analysis/1. Linear Discriminant Analysis.mp4 | 48.38 MB |
| 10. Linear Discriminant Analysis/1. Linear Discriminant Analysis.srt | 12.29 KB |
| 10. Linear Discriminant Analysis/2. Linear Discriminant Analysis in R.mp4 | 89.5 MB |
| 10. Linear Discriminant Analysis/2. Linear Discriminant Analysis in R.srt | 10.5 KB |
| 11. K-Nearest Neighbors/0. Websites you may like/[CourseClub.Me].url | 122 B |
| 11. K-Nearest Neighbors/0. Websites you may like/[FreeCourseSite.com].url | 127 B |
| 11. K-Nearest Neighbors/0. Websites you may like/[GigaCourse.Com].url | 49 B |
| 11. K-Nearest Neighbors/1. Test-Train Split.mp4 | 45.37 MB |
| 11. K-Nearest Neighbors/1. Test-Train Split.srt | 10.97 KB |
| 11. K-Nearest Neighbors/2. Test-Train Split in R.mp4 | 90.17 MB |
| 11. K-Nearest Neighbors/2. Test-Train Split in R.srt | 10.27 KB |
| 11. K-Nearest Neighbors/3. K-Nearest Neighbors classifier.mp4 | 83.27 MB |
| 11. K-Nearest Neighbors/3. K-Nearest Neighbors classifier.srt | 10.33 KB |
| 11. K-Nearest Neighbors/4. K-Nearest Neighbors in R.mp4 | 79.65 MB |
| 11. K-Nearest Neighbors/4. K-Nearest Neighbors in R.srt | 9.36 KB |
| 12. Comparing results from 3 models/1. Understanding the results of classification models.mp4 | 45.8 MB |
| 12. Comparing results from 3 models/1. Understanding the results of classification models.srt | 7.8 KB |
| 12. Comparing results from 3 models/2. Summary of the three models.mp4 | 25.13 MB |
| 12. Comparing results from 3 models/2. Summary of the three models.srt | 6.2 KB |
| 13. Simple Decision Trees/1. Introduction to Decision trees.mp4 | 44.76 MB |
| 13. Simple Decision Trees/1. Introduction to Decision trees.srt | 4.57 KB |
| 13. Simple Decision Trees/10. Pruning a Tree in R.mp4 | 96.97 MB |
| 13. Simple Decision Trees/10. Pruning a Tree in R.srt | 11.8 KB |
| 13. Simple Decision Trees/2. Basics of Decision Trees.mp4 | 50.55 MB |
| 13. Simple Decision Trees/2. Basics of Decision Trees.srt | 13.19 KB |
| 13. Simple Decision Trees/3. Understanding a Regression Tree.mp4 | 52.16 MB |
| 13. Simple Decision Trees/3. Understanding a Regression Tree.srt | 13.97 KB |
| 13. Simple Decision Trees/4. The stopping criteria for controlling tree growth.mp4 | 16.5 MB |
| 13. Simple Decision Trees/4. The stopping criteria for controlling tree growth.srt | 4.29 KB |
| 13. Simple Decision Trees/5. Course resources Notes and Datasets.html | 79 B |
| 13. Simple Decision Trees/5.1 Files_Dt_r.zip | 2.07 MB |
| 13. Simple Decision Trees/6. Importing the Data set into R.mp4 | 51.84 MB |
| 13. Simple Decision Trees/6. Importing the Data set into R.srt | 8.75 KB |
| 13. Simple Decision Trees/7. Splitting Data into Test and Train Set in R.mp4 | 52.57 MB |
| 13. Simple Decision Trees/7. Splitting Data into Test and Train Set in R.srt | 7.29 KB |
| 13. Simple Decision Trees/8. Building a Regression Tree in R.mp4 | 121.88 MB |
| 13. Simple Decision Trees/8. Building a Regression Tree in R.srt | 18.88 KB |
| 13. Simple Decision Trees/9. Pruning a tree.mp4 | 22.23 MB |
| 13. Simple Decision Trees/9. Pruning a tree.srt | 5.42 KB |
| 14. Simple Classification Tree/1. Classification Trees.mp4 | 33.04 MB |
| 14. Simple Classification Tree/1. Classification Trees.srt | 8.11 KB |
| 14. Simple Classification Tree/2. The Data set for Classification problem.mp4 | 21.95 MB |
| 14. Simple Classification Tree/2. The Data set for Classification problem.srt | 2.36 KB |
| 14. Simple Classification Tree/3. Building a classification Tree in R.mp4 | 100.1 MB |
| 14. Simple Classification Tree/3. Building a classification Tree in R.srt | 11.88 KB |
| 14. Simple Classification Tree/4. Advantages and Disadvantages of Decision Trees.mp4 | 7.75 MB |
| 14. Simple Classification Tree/4. Advantages and Disadvantages of Decision Trees.srt | 2.16 KB |
| 15. Ensemble technique 1 - Bagging/1. Bagging.mp4 | 32.33 MB |
| 15. Ensemble technique 1 - Bagging/1. Bagging.srt | 7.58 KB |
| 15. Ensemble technique 1 - Bagging/2. Bagging in R.mp4 | 69.33 MB |
| 15. Ensemble technique 1 - Bagging/2. Bagging in R.srt | 8.16 KB |
| 16. Ensemble technique 2 - Random Forest/1. Random Forest technique.mp4 | 21.42 MB |
| 16. Ensemble technique 2 - Random Forest/1. Random Forest technique.srt | 5.07 KB |
| 16. Ensemble technique 2 - Random Forest/2. Random Forest in R.mp4 | 37.44 MB |
| 16. Ensemble technique 2 - Random Forest/2. Random Forest in R.srt | 5.58 KB |
| 17. Ensemble technique 3 - GBM, AdaBoost and XGBoost/1. Boosting techniques.mp4 | 34.37 MB |
| 17. Ensemble technique 3 - GBM, AdaBoost and XGBoost/1. Boosting techniques.srt | 9.58 KB |
| 17. Ensemble technique 3 - GBM, AdaBoost and XGBoost/2. Gradient Boosting in R.mp4 | 78.56 MB |
| 17. Ensemble technique 3 - GBM, AdaBoost and XGBoost/2. Gradient Boosting in R.srt | 9.62 KB |
| 17. Ensemble technique 3 - GBM, AdaBoost and XGBoost/3. AdaBoosting in R.mp4 | 102.98 MB |
| 17. Ensemble technique 3 - GBM, AdaBoost and XGBoost/3. AdaBoosting in R.srt | 12.24 KB |
| 17. Ensemble technique 3 - GBM, AdaBoost and XGBoost/4. XGBoosting in R.mp4 | 186.46 MB |
| 17. Ensemble technique 3 - GBM, AdaBoost and XGBoost/4. XGBoosting in R.srt | 21.1 KB |
| 18. Support Vector Machines/1. Introduction to SVM.mp4 | 21.61 MB |
| 18. Support Vector Machines/1. Introduction to SVM.srt | 3.15 KB |
| 18. Support Vector Machines/2. The Concept of a Hyperplane.mp4 | 35.33 MB |
| 18. Support Vector Machines/2. The Concept of a Hyperplane.srt | 6.22 KB |
| 18. Support Vector Machines/3. Maximum Margin Classifier.mp4 | 26.17 MB |
| 18. Support Vector Machines/3. Maximum Margin Classifier.srt | 4.41 KB |
| 18. Support Vector Machines/4. Limitations of Maximum Margin Classifier.mp4 | 12.52 MB |
| 18. Support Vector Machines/4. Limitations of Maximum Margin Classifier.srt | 3.12 KB |
| 19. Support Vector Classifier/1. Support Vector classifiers.mp4 | 64.12 MB |
| 19. Support Vector Classifier/1. Support Vector classifiers.srt | 12.46 KB |
| 19. Support Vector Classifier/2. Limitations of Support Vector Classifiers.mp4 | 12.98 MB |
| 19. Support Vector Classifier/2. Limitations of Support Vector Classifiers.srt | 1.9 KB |
| 2. Setting up R Studio and R crash course/1. Installing R and R studio.mp4 | 40.78 MB |
| 2. Setting up R Studio and R crash course/1. Installing R and R studio.srt | 7.37 KB |
| 2. Setting up R Studio and R crash course/2. This is a milestone!.mp4 | 20.69 MB |
| 2. Setting up R Studio and R crash course/2. This is a milestone!.srt | 3.94 KB |
| 2. Setting up R Studio and R crash course/3. Basics of R and R studio.mp4 | 47.96 MB |
| 2. Setting up R Studio and R crash course/3. Basics of R and R studio.srt | 14.35 KB |
| 2. Setting up R Studio and R crash course/4. Packages in R.mp4 | 98.48 MB |
| 2. Setting up R Studio and R crash course/4. Packages in R.srt | 14.6 KB |
| 2. Setting up R Studio and R crash course/5. Inputting data part 1 Inbuilt datasets of R.mp4 | 46.14 MB |
| 2. Setting up R Studio and R crash course/5. Inputting data part 1 Inbuilt datasets of R.srt | 5.61 KB |
| 2. Setting up R Studio and R crash course/6. Inputting data part 2 Manual data entry.mp4 | 30.79 MB |
| 2. Setting up R Studio and R crash course/6. Inputting data part 2 Manual data entry.srt | 3.68 KB |
| 2. Setting up R Studio and R crash course/7. Inputting data part 3 Importing from CSV or Text files.mp4 | 68.97 MB |
| 2. Setting up R Studio and R crash course/7. Inputting data part 3 Importing from CSV or Text files.srt | 8.38 KB |
| 2. Setting up R Studio and R crash course/7.1 Customer.csv | 64.02 KB |
| 2. Setting up R Studio and R crash course/7.2 Product.txt | 139.48 KB |
| 2. Setting up R Studio and R crash course/8. Creating Barplots in R.mp4 | 117.22 MB |
| 2. Setting up R Studio and R crash course/8. Creating Barplots in R.srt | 18.34 KB |
| 2. Setting up R Studio and R crash course/9. Creating Histograms in R.mp4 | 51.34 MB |
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