[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 | 29.4 MB |
| 1. Introduction/1. Introduction.srt | 4.49 KB |
| 1. Introduction/2. Course Resources.html | 370 B |
| 10. Logistic Regression/1. Logistic Regression.mp4 | 32.93 MB |
| 10. Logistic Regression/1. Logistic Regression.srt | 8.64 KB |
| 10. Logistic Regression/10. Evaluating performance of model.mp4 | 35.17 MB |
| 10. Logistic Regression/10. Evaluating performance of model.srt | 9.38 KB |
| 10. Logistic Regression/11. Evaluating model performance in Python.mp4 | 9.02 MB |
| 10. Logistic Regression/11. Evaluating model performance in Python.srt | 2.66 KB |
| 10. Logistic Regression/12. Predicting probabilities, assigning classes and making Confusion Matrix in R.mp4 | 55.7 MB |
| 10. Logistic Regression/12. Predicting probabilities, assigning classes and making Confusion Matrix in R.srt | 7.41 KB |
| 10. Logistic Regression/2. Training a Simple Logistic Model in Python.mp4 | 47.87 MB |
| 10. Logistic Regression/2. Training a Simple Logistic Model in Python.srt | 10.63 KB |
| 10. Logistic Regression/3. Training a Simple Logistic model in R.mp4 | 25.57 MB |
| 10. Logistic Regression/3. Training a Simple Logistic model in R.srt | 4.21 KB |
| 10. Logistic Regression/4. Result of Simple Logistic Regression.mp4 | 26.94 MB |
| 10. Logistic Regression/4. Result of Simple Logistic Regression.srt | 5.9 KB |
| 10. Logistic Regression/5. Logistic with multiple predictors.mp4 | 8.53 MB |
| 10. Logistic Regression/5. Logistic with multiple predictors.srt | 2.96 KB |
| 10. Logistic Regression/6. Training multiple predictor Logistic model in Python.mp4 | 26.25 MB |
| 10. Logistic Regression/6. Training multiple predictor Logistic model in Python.srt | 6.01 KB |
| 10. Logistic Regression/7. Training multiple predictor Logistic model in R.mp4 | 15.78 MB |
| 10. Logistic Regression/7. Training multiple predictor Logistic model in R.srt | 2.02 KB |
| 10. Logistic Regression/8. Confusion Matrix.mp4 | 21.1 MB |
| 10. Logistic Regression/8. Confusion Matrix.srt | 4.91 KB |
| 10. Logistic Regression/9. Creating Confusion Matrix in Python.mp4 | 51.25 MB |
| 10. Logistic Regression/9. Creating Confusion Matrix in Python.srt | 10.85 KB |
| 11. Linear Discriminant Analysis (LDA)/1. Linear Discriminant Analysis.mp4 | 40.96 MB |
| 11. Linear Discriminant Analysis (LDA)/1. Linear Discriminant Analysis.srt | 11.89 KB |
| 11. Linear Discriminant Analysis (LDA)/2. LDA in Python.mp4 | 11.4 MB |
| 11. Linear Discriminant Analysis (LDA)/2. LDA in Python.srt | 2.57 KB |
| 11. Linear Discriminant Analysis (LDA)/3. Linear Discriminant Analysis in R.mp4 | 74.36 MB |
| 11. Linear Discriminant Analysis (LDA)/3. Linear Discriminant Analysis in R.srt | 10.22 KB |
| 12. K-Nearest Neighbors classifier/1. Test-Train Split.mp4 | 39.3 MB |
| 12. K-Nearest Neighbors classifier/1. Test-Train Split.srt | 10.59 KB |
| 12. K-Nearest Neighbors classifier/2. Test-Train Split in Python.mp4 | 33.1 MB |
| 12. K-Nearest Neighbors classifier/2. Test-Train Split in Python.srt | 7.39 KB |
| 12. K-Nearest Neighbors classifier/3. Test-Train Split in R.mp4 | 74.23 MB |
| 12. K-Nearest Neighbors classifier/3. Test-Train Split in R.srt | 9.81 KB |
| 12. K-Nearest Neighbors classifier/4. K-Nearest Neighbors classifier.mp4 | 75.42 MB |
| 12. K-Nearest Neighbors classifier/4. K-Nearest Neighbors classifier.srt | 9.98 KB |
| 12. K-Nearest Neighbors classifier/5. K-Nearest Neighbors in Python Part 1.mp4 | 37.23 MB |
| 12. K-Nearest Neighbors classifier/5. K-Nearest Neighbors in Python Part 1.srt | 5.83 KB |
| 12. K-Nearest Neighbors classifier/6. K-Nearest Neighbors in Python Part 2.mp4 | 42.36 MB |
| 12. K-Nearest Neighbors classifier/6. K-Nearest Neighbors in Python Part 2.srt | 6.93 KB |
| 12. K-Nearest Neighbors classifier/7. K-Nearest Neighbors in R.mp4 | 64.85 MB |
| 12. K-Nearest Neighbors classifier/7. K-Nearest Neighbors in R.srt | 8.98 KB |
| 13. Comparing results from 3 models/1. Understanding the results of classification models.mp4 | 41.64 MB |
| 13. Comparing results from 3 models/1. Understanding the results of classification models.srt | 7.52 KB |
| 13. Comparing results from 3 models/2. Summary of the three models.mp4 | 22.22 MB |
| 13. Comparing results from 3 models/2. Summary of the three models.srt | 5.96 KB |
| 14. Simple Decision Trees/1. Basics of Decision Trees.mp4 | 42.64 MB |
| 14. Simple Decision Trees/1. Basics of Decision Trees.srt | 11.27 KB |
| 14. Simple Decision Trees/10. Test-Train split in Python.mp4 | 24.87 MB |
| 14. Simple Decision Trees/10. Test-Train split in Python.srt | 6.17 KB |
| 14. Simple Decision Trees/11. Splitting Data into Test and Train Set in R.mp4 | 43.98 MB |
| 14. Simple Decision Trees/11. Splitting Data into Test and Train Set in R.srt | 5.83 KB |
| 14. Simple Decision Trees/12. Creating Decision tree in Python.mp4 | 17.87 MB |
| 14. Simple Decision Trees/12. Creating Decision tree in Python.srt | 4.31 KB |
| 14. Simple Decision Trees/13. Building a Regression Tree in R.mp4 | 103.34 MB |
| 14. Simple Decision Trees/13. Building a Regression Tree in R.srt | 15.5 KB |
| 14. Simple Decision Trees/14. Evaluating model performance in Python.mp4 | 16.44 MB |
| 14. Simple Decision Trees/14. Evaluating model performance in Python.srt | 4.73 KB |
| 14. Simple Decision Trees/15. Plotting decision tree in Python.mp4 | 21.48 MB |
| 14. Simple Decision Trees/15. Plotting decision tree in Python.srt | 5.29 KB |
| 14. Simple Decision Trees/16. Pruning a tree.mp4 | 18.46 MB |
| 14. Simple Decision Trees/16. Pruning a tree.srt | 4.54 KB |
| 14. Simple Decision Trees/17. Pruning a tree in Python.mp4 | 73.5 MB |
| 14. Simple Decision Trees/17. Pruning a tree in Python.srt | 10.72 KB |
| 14. Simple Decision Trees/18. Pruning a Tree in R.mp4 | 82.1 MB |
| 14. Simple Decision Trees/18. Pruning a Tree in R.srt | 9.66 KB |
| 14. Simple Decision Trees/2. Understanding a Regression Tree.mp4 | 43.72 MB |
| 14. Simple Decision Trees/2. Understanding a Regression Tree.srt | 11.91 KB |
| 14. Simple Decision Trees/3. The stopping criteria for controlling tree growth.mp4 | 13.98 MB |
| 14. Simple Decision Trees/3. The stopping criteria for controlling tree growth.srt | 3.51 KB |
| 14. Simple Decision Trees/4. The Data set for this part.mp4 | 37.26 MB |
| 14. Simple Decision Trees/4. The Data set for this part.srt | 3.28 KB |
| 14. Simple Decision Trees/5. Importing the Data set into Python.mp4 | 25.85 MB |
| 14. Simple Decision Trees/5. Importing the Data set into Python.srt | 5.88 KB |
| 14. Simple Decision Trees/6. Importing the Data set into R.mp4 | 43.7 MB |
| 14. Simple Decision Trees/6. Importing the Data set into R.srt | 7.24 KB |
| 14. Simple Decision Trees/7. Missing value treatment in Python.mp4 | 17.93 MB |
| 14. Simple Decision Trees/7. Missing value treatment in Python.srt | 3.73 KB |
| 14. Simple Decision Trees/8. Dummy Variable creation in Python.mp4 | 24.94 MB |
| 14. Simple Decision Trees/8. Dummy Variable creation in Python.srt | 5.34 KB |
| 14. Simple Decision Trees/9. Dependent- Independent Data split in Python.mp4 | 15.18 MB |
| 14. Simple Decision Trees/9. Dependent- Independent Data split in Python.srt | 4.24 KB |
| 15. Simple Classification Tree/1. Classification tree.mp4 | 28.2 MB |
| 15. Simple Classification Tree/1. Classification tree.srt | 6.72 KB |
| 15. Simple Classification Tree/2. The Data set for Classification problem.mp4 | 18.57 MB |
| 15. Simple Classification Tree/2. The Data set for Classification problem.srt | 1.91 KB |
| 15. Simple Classification Tree/3. Classification tree in Python Preprocessing.mp4 | 45.38 MB |
| 15. Simple Classification Tree/3. Classification tree in Python Preprocessing.srt | 8.92 KB |
| 15. Simple Classification Tree/4. Classification tree in Python Training.mp4 | 82.72 MB |
| 15. Simple Classification Tree/4. Classification tree in Python Training.srt | 14.51 KB |
| 15. Simple Classification Tree/5. Building a classification Tree in R.mp4 | 85.1 MB |
| 15. Simple Classification Tree/5. Building a classification Tree in R.srt | 10.13 KB |
| 15. Simple Classification Tree/6. Advantages and Disadvantages of Decision Trees.mp4 | 6.86 MB |
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