[GigaCourse Com] Udemy - Machine Learning & Deep Learning in Python & R
File List
| File | Size |
|---|---|
| 0. Websites you may like/[CourseClub.Me].url | 122 B |
| 0. Websites you may like/[GigaCourse.Com].url | 49 B |
| 1. Introduction/1. Introduction.mp4 | 29.39 MB |
| 1. Introduction/1. Introduction.srt | 4.64 KB |
| 1. Introduction/2. Course Resources.html | 370 B |
| 10. Linear Discriminant Analysis (LDA)/1. Linear Discriminant Analysis.mp4 | 40.96 MB |
| 10. Linear Discriminant Analysis (LDA)/1. Linear Discriminant Analysis.srt | 12.29 KB |
| 10. Linear Discriminant Analysis (LDA)/2. LDA in Python.mp4 | 11.4 MB |
| 10. Linear Discriminant Analysis (LDA)/2. LDA in Python.srt | 2.58 KB |
| 10. Linear Discriminant Analysis (LDA)/3. Linear Discriminant Analysis in R.mp4 | 74.35 MB |
| 10. Linear Discriminant Analysis (LDA)/3. Linear Discriminant Analysis in R.srt | 10.5 KB |
| 11. K-Nearest Neighbors classifier/1. Test-Train Split.mp4 | 39.3 MB |
| 11. K-Nearest Neighbors classifier/1. Test-Train Split.srt | 10.97 KB |
| 11. K-Nearest Neighbors classifier/2. Test-Train Split in Python.mp4 | 33.1 MB |
| 11. K-Nearest Neighbors classifier/2. Test-Train Split in Python.srt | 7.6 KB |
| 11. K-Nearest Neighbors classifier/3. Test-Train Split in R.mp4 | 74.23 MB |
| 11. K-Nearest Neighbors classifier/3. Test-Train Split in R.srt | 10.27 KB |
| 11. K-Nearest Neighbors classifier/4. K-Nearest Neighbors classifier.mp4 | 75.42 MB |
| 11. K-Nearest Neighbors classifier/4. K-Nearest Neighbors classifier.srt | 10.33 KB |
| 11. K-Nearest Neighbors classifier/5. K-Nearest Neighbors in Python Part 1.mp4 | 37.23 MB |
| 11. K-Nearest Neighbors classifier/5. K-Nearest Neighbors in Python Part 1.srt | 5.85 KB |
| 11. K-Nearest Neighbors classifier/6. K-Nearest Neighbors in Python Part 2.mp4 | 42.36 MB |
| 11. K-Nearest Neighbors classifier/6. K-Nearest Neighbors in Python Part 2.srt | 6.9 KB |
| 11. K-Nearest Neighbors classifier/7. K-Nearest Neighbors in R.mp4 | 64.85 MB |
| 11. K-Nearest Neighbors classifier/7. K-Nearest Neighbors in R.srt | 9.36 KB |
| 12. Comparing results from 3 models/1. Understanding the results of classification models.mp4 | 41.64 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 | 22.21 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 | 44.78 MB |
| 13. Simple Decision Trees/1. Introduction to Decision trees.srt | 4.74 KB |
| 13. Simple Decision Trees/10. Test-Train split in Python.mp4 | 25.62 MB |
| 13. Simple Decision Trees/10. Test-Train split in Python.srt | 5.29 KB |
| 13. Simple Decision Trees/11. Splitting Data into Test and Train Set in R.mp4 | 43.97 MB |
| 13. Simple Decision Trees/11. Splitting Data into Test and Train Set in R.srt | 7.29 KB |
| 13. Simple Decision Trees/12. Creating Decision tree in Python.mp4 | 17.87 MB |
| 13. Simple Decision Trees/12. Creating Decision tree in Python.srt | 4.34 KB |
| 13. Simple Decision Trees/13. Building a Regression Tree in R.mp4 | 103.33 MB |
| 13. Simple Decision Trees/13. Building a Regression Tree in R.srt | 18.88 KB |
| 13. Simple Decision Trees/14. Evaluating model performance in Python.mp4 | 16.44 MB |
| 13. Simple Decision Trees/14. Evaluating model performance in Python.srt | 4.81 KB |
| 13. Simple Decision Trees/15. Plotting decision tree in Python.mp4 | 21.48 MB |
| 13. Simple Decision Trees/15. Plotting decision tree in Python.srt | 5.48 KB |
| 13. Simple Decision Trees/16. Pruning a tree.mp4 | 18.46 MB |
| 13. Simple Decision Trees/16. Pruning a tree.srt | 5.42 KB |
| 13. Simple Decision Trees/17. Pruning a tree in Python.mp4 | 73.5 MB |
| 13. Simple Decision Trees/17. Pruning a tree in Python.srt | 11.06 KB |
| 13. Simple Decision Trees/18. Pruning a Tree in R.mp4 | 82.09 MB |
| 13. Simple Decision Trees/18. Pruning a Tree in R.srt | 11.8 KB |
| 13. Simple Decision Trees/2. Basics of Decision Trees.mp4 | 42.65 MB |
| 13. Simple Decision Trees/2. Basics of Decision Trees.srt | 13.19 KB |
| 13. Simple Decision Trees/3. Understanding a Regression Tree.mp4 | 43.73 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 | 13.97 MB |
| 13. Simple Decision Trees/4. The stopping criteria for controlling tree growth.srt | 4.29 KB |
| 13. Simple Decision Trees/5. Importing the Data set into Python.mp4 | 15.86 MB |
| 13. Simple Decision Trees/5. Importing the Data set into Python.srt | 3.12 KB |
| 13. Simple Decision Trees/6. Importing the Data set into R.mp4 | 43.7 MB |
| 13. Simple Decision Trees/6. Importing the Data set into R.srt | 8.75 KB |
| 13. Simple Decision Trees/7. Missing value treatment in Python.mp4 | 12.94 MB |
| 13. Simple Decision Trees/7. Missing value treatment in Python.srt | 2.32 KB |
| 13. Simple Decision Trees/8. Dummy Variable creation in Python.mp4 | 24.57 MB |
| 13. Simple Decision Trees/8. Dummy Variable creation in Python.srt | 4.49 KB |
| 13. Simple Decision Trees/9. Dependent- Independent Data split in Python.mp4 | 16.87 MB |
| 13. Simple Decision Trees/9. Dependent- Independent Data split in Python.srt | 3.82 KB |
| 14. Simple Classification Tree/1. Classification tree.mp4 | 28.2 MB |
| 14. Simple Classification Tree/1. Classification tree.srt | 8.11 KB |
| 14. Simple Classification Tree/2. The Data set for Classification problem.mp4 | 18.57 MB |
| 14. Simple Classification Tree/2. The Data set for Classification problem.srt | 2.36 KB |
| 14. Simple Classification Tree/3. Classification tree in Python Preprocessing.mp4 | 45.39 MB |
| 14. Simple Classification Tree/3. Classification tree in Python Preprocessing.srt | 9.15 KB |
| 14. Simple Classification Tree/4. Classification tree in Python Training.mp4 | 82.71 MB |
| 14. Simple Classification Tree/4. Classification tree in Python Training.srt | 14.88 KB |
| 14. Simple Classification Tree/5. Building a classification Tree in R.mp4 | 85.11 MB |
| 14. Simple Classification Tree/5. Building a classification Tree in R.srt | 11.88 KB |
| 14. Simple Classification Tree/6. Advantages and Disadvantages of Decision Trees.mp4 | 6.86 MB |
| 14. Simple Classification Tree/6. Advantages and Disadvantages of Decision Trees.srt | 2.16 KB |
| 15. Ensemble technique 1 - Bagging/1. Ensemble technique 1 - Bagging.mp4 | 28.14 MB |
| 15. Ensemble technique 1 - Bagging/1. Ensemble technique 1 - Bagging.srt | 7.58 KB |
| 15. Ensemble technique 1 - Bagging/2. Ensemble technique 1 - Bagging in Python.mp4 | 77.31 MB |
| 15. Ensemble technique 1 - Bagging/2. Ensemble technique 1 - Bagging in Python.srt | 12.61 KB |
| 15. Ensemble technique 1 - Bagging/3. Bagging in R.mp4 | 58.96 MB |
| 15. Ensemble technique 1 - Bagging/3. Bagging in R.srt | 8.16 KB |
| 16. Ensemble technique 2 - Random Forests/1. Ensemble technique 2 - Random Forests.mp4 | 18.2 MB |
| 16. Ensemble technique 2 - Random Forests/1. Ensemble technique 2 - Random Forests.srt | 5.07 KB |
| 16. Ensemble technique 2 - Random Forests/2. Ensemble technique 2 - Random Forests in Python.mp4 | 46.7 MB |
| 16. Ensemble technique 2 - Random Forests/2. Ensemble technique 2 - Random Forests in Python.srt | 6.9 KB |
| 16. Ensemble technique 2 - Random Forests/3. Using Grid Search in Python.mp4 | 80.66 MB |
| 16. Ensemble technique 2 - Random Forests/3. Using Grid Search in Python.srt | 14.05 KB |
| 16. Ensemble technique 2 - Random Forests/4. Random Forest in R.mp4 | 30.72 MB |
| 16. Ensemble technique 2 - Random Forests/4. Random Forest in R.srt | 5.58 KB |
| 17. Ensemble technique 3 - Boosting/1. Boosting.mp4 | 30.58 MB |
| 17. Ensemble technique 3 - Boosting/1. Boosting.srt | 9.58 KB |
| 17. Ensemble technique 3 - Boosting/2. Ensemble technique 3a - Boosting in Python.mp4 | 39.87 MB |
| 17. Ensemble technique 3 - Boosting/2. Ensemble technique 3a - Boosting in Python.srt | 5.61 KB |
| 17. Ensemble technique 3 - Boosting/3. Gradient Boosting in R.mp4 | 69.09 MB |
| 17. Ensemble technique 3 - Boosting/3. Gradient Boosting in R.srt | 9.62 KB |
| 17. Ensemble technique 3 - Boosting/4. Ensemble technique 3b - AdaBoost in Python.mp4 | 30.53 MB |
| 17. Ensemble technique 3 - Boosting/4. Ensemble technique 3b - AdaBoost in Python.srt | 4.55 KB |
| 17. Ensemble technique 3 - Boosting/5. AdaBoosting in R.mp4 | 88.68 MB |
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