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[DesireCourse Net] Udemy - Machine Learning, incl Deep Learning, with R
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Torrent Files List
1. Introduction (Size: 7.27 GB) (Files: 298)
1. Introduction
1. Course Overview.mp4
1. Course Overview.vtt
2. AI 101.mp4
2. AI 101.vtt
3. Machine Learning 101.mp4
3. Machine Learning 101.vtt
4. Models.mp4
4. Models.vtt
5. Teaser Overview.mp4
5. Teaser Overview.vtt
6. Teaser Lab.mp4
6. Teaser Lab.vtt
6.1 PCA_Teaser.zip.zip
6.2 PCA_Teaser_Final.html.html
10. Random Forests
1. Random Forests 101.mp4
1. Random Forests 101.vtt
2. Random Forests Interactive.mp4
2. Random Forests Interactive.vtt
3. Random Forest Lab (Intro).mp4
3. Random Forest Lab (Intro).vtt
4. Random Forest Lab (Coding 12).mp4
4. Random Forest Lab (Coding 12).vtt
5. Random Forest Lab (Coding 22).mp4
5. Random Forest Lab (Coding 22).vtt
6. Random Forest Exercise.mp4
6. Random Forest Exercise.vtt
11. Logistic Regression
1. Logistic Regression 101.mp4
1. Logistic Regression 101.vtt
2. Logistic Regression Lab (Intro).mp4
2. Logistic Regression Lab (Intro).vtt
3. Logistic Regression Lab (Coding 12).mp4
3. Logistic Regression Lab (Coding 12).vtt
4. Logistic Regression Lab (Coding 22).mp4
4. Logistic Regression Lab (Coding 22).vtt
5. Logistic Regression Exercise.mp4
5. Logistic Regression Exercise.vtt
12. Support Vector Machines
1. Support Vector Machines 101.mp4
1. Support Vector Machines 101.vtt
2. Support Vector Machines Lab (Intro).mp4
2. Support Vector Machines Lab (Intro).vtt
3. Support Vector Machines Lab (Coding 12).mp4
3. Support Vector Machines Lab (Coding 12).vtt
4. Support Vector Machines Lab (Coding 22).mp4
4. Support Vector Machines Lab (Coding 22).vtt
5. Support Vector Machines Exercise.mp4
5. Support Vector Machines Exercise.vtt
13. Ensemble Models
1. Ensemble Models 101.mp4
1. Ensemble Models 101.vtt
2. Classification Quiz.html
14. ----- Association Rules -----
1. Association Rules 101.mp4
1. Association Rules 101.vtt
2. How to get the code.mp4
2. How to get the code.vtt
15. Apriori
1. Apriori 101.mp4
1. Apriori 101.vtt
2. Apriori Lab (Intro).mp4
2. Apriori Lab (Intro).vtt
3. Apriori Lab (Coding 12).mp4
3. Apriori Lab (Coding 12).vtt
4. Apriori Lab (Coding 22).mp4
4. Apriori Lab (Coding 22).vtt
5. Apriori Exercise.mp4
5. Apriori Exercise.vtt
6. Apriori Solution.mp4
6. Apriori Solution.vtt
16. ----- Clustering -----
1. Clustering Overview.mp4
1. Clustering Overview.vtt
2. How to get the code.mp4
2. How to get the code.vtt
17. kmeans
1. kmeans 101.mp4
1. kmeans 101.vtt
2. kmeans Lab.mp4
2. kmeans Lab.vtt
3. kmeans Exercise.mp4
3. kmeans Exercise.vtt
4. kmeans Solution.mp4
4. kmeans Solution.vtt
18. Hierarchical Clustering
1. Hierarchical Clustering 101.mp4
1. Hierarchical Clustering 101.vtt
2. Hierarchical Clustering Interactive.mp4
2. Hierarchical Clustering Interactive.vtt
3. Hierarchical Clustering Lab.mp4
3. Hierarchical Clustering Lab.vtt
19. Dbscan
1. Dbscan 101.mp4
1. Dbscan 101.vtt
2. Dbscan Lab.mp4
2. Dbscan Lab.vtt
3. Clustering Quiz.html
2. R Refresher
1. R and RStudio Installation.mp4
1. R and RStudio Installation.vtt
2. How to get the code.mp4
2. How to get the code.vtt
3. Rmarkdown Lab.mp4
3. Rmarkdown Lab.vtt
4. Piping 101.mp4
4. Piping 101.vtt
5. Data Manipulation Lab.mp4
5. Data Manipulation Lab.vtt
6. Data Reshaping 101.mp4
6. Data Reshaping 101.vtt
7. Data Reshaping Lab.mp4
7. Data Reshaping Lab.vtt
8. Packages Preparation Lab.mp4
8. Packages Preparation Lab.vtt
20. ----- Dimensionality Reduction -----
1. Dimensionality Reduction Overview.html
21. Principal Component Analysis (PCA)
1. PCA 101.mp4
1. PCA 101.vtt
2. PCA Lab.mp4
2. PCA Lab.vtt
3. PCA Exercise.mp4
3. PCA Exercise.vtt
4. PCA Solution.mp4
4. PCA Solution.vtt
22. t-SNE
1. t-SNE 101.mp4
1. t-SNE 101.vtt
2. t-SNE Lab (Sphere).mp4
2. t-SNE Lab (Sphere).vtt
3. t-SNE Lab (Mnist).mp4
3. t-SNE Lab (Mnist).vtt
23. Factor Analysis
1. Factor Analysis 101.mp4
1. Factor Analysis 101.vtt
2. Factor Analysis Lab (Intro).mp4
2. Factor Analysis Lab (Intro).vtt
3. Factor Analysis Lab (Coding 12).mp4
3. Factor Analysis Lab (Coding 12).vtt
4. Factor Analysis Lab (Coding 22).mp4
4. Factor Analysis Lab (Coding 22).vtt
5. Factor Analysis Exercise.mp4
5. Factor Analysis Exercise.vtt
6. Dimensionality Reduction Quiz.html
24. ----- Reinforcement Learning -----
1. Reinforcement Learning 101.mp4
1. Reinforcement Learning 101.vtt
2. Upper Confidence Bound 101.mp4
2. Upper Confidence Bound 101.vtt
3. Upper Confidence Bound Interactive.mp4
3. Upper Confidence Bound Interactive.vtt
4. How to get the code.mp4
4. How to get the code.vtt
5. Upper Confidence Bound Lab (Intro).mp4
5. Upper Confidence Bound Lab (Intro).vtt
6. Upper Confidence Bound Lab (Coding 12).mp4
6. Upper Confidence Bound Lab (Coding 12).vtt
7. Upper Confidence Bound Lab (Coding 22).mp4
7. Upper Confidence Bound Lab (Coding 22).vtt
25. ----- Deep Learning -----
1. Deep Learning General Overview.mp4
1. Deep Learning General Overview.vtt
10. How to get the code.mp4
10. How to get the code.vtt
11. Python and Keras Installation.mp4
11. Python and Keras Installation.vtt
2. Deep Learning Modeling 101.mp4
2. Deep Learning Modeling 101.vtt
3. Performance.mp4
3. Performance.vtt
4. From Perceptron to Neural Networks.mp4
4. From Perceptron to Neural Networks.vtt
5. Layer Types.mp4
5. Layer Types.vtt
6. Activation Functions.mp4
6. Activation Functions.vtt
7. Loss Function.mp4
7. Loss Function.vtt
8. Optimizer.mp4
8. Optimizer.vtt
9. Deep Learning Frameworks.mp4
9. Deep Learning Frameworks.vtt
26. Deep Learning Regression
1. Multi-Target Regression Lab (Intro).mp4
1. Multi-Target Regression Lab (Intro).vtt
2. Multi-Target Regression Lab (Coding 12).mp4
2. Multi-Target Regression Lab (Coding 12).vtt
3. Multi-Target Regression Lab (Coding 22).mp4
3. Multi-Target Regression Lab (Coding 22).vtt
27. Deep Learning Classification
1. Binary Classification Lab (Intro).mp4
1. Binary Classification Lab (Intro).vtt
2. Binary Classification Lab (Coding 12).mp4
2. Binary Classification Lab (Coding 12).vtt
3. Binary Classification Lab (Coding 22).mp4
3. Binary Classification Lab (Coding 22).vtt
4. Multi-Label Classification Lab (Intro).mp4
4. Multi-Label Classification Lab (Intro).vtt
5. Multi-Label Classification Lab (Coding 13).mp4
5. Multi-Label Classification Lab (Coding 13).vtt
6. Multi-Label Classification Lab (Coding 23).mp4
6. Multi-Label Classification Lab (Coding 23).vtt
7. Multi-Label Classification Lab (Coding 33).mp4
7. Multi-Label Classification Lab (Coding 33).vtt
28. Convolutional Neural Networks
1. Convolutional Neural Networks 101.mp4
1. Convolutional Neural Networks 101.vtt
2. Convolutional Neural Networks Interactive.mp4
2. Convolutional Neural Networks Interactive.vtt
3. Convolutional Neural Networks Lab (Intro).mp4
3. Convolutional Neural Networks Lab (Intro).vtt
4. Convolutional Neural Networks Lab (Coding).mp4
4. Convolutional Neural Networks Lab (Coding).vtt
5. Convolutional Neural Networks Exercise.mp4
5. Convolutional Neural Networks Exercise.vtt
6. Semantic Segmentation 101.mp4
6. Semantic Segmentation 101.vtt
7. Semantic Segmentation Lab (Intro).mp4
7. Semantic Segmentation Lab (Intro).vtt
8. Semantic Segmentation Lab (Coding).mp4
8. Semantic Segmentation Lab (Coding).vtt
9. Deep Learning Quiz.html
29. Autoencoders
1. Autoencoders 101.mp4
1. Autoencoders 101.vtt
2. Autoencoders Lab (Intro).mp4
2. Autoencoders Lab (Intro).vtt
3. Autoencoders Lab (Coding).mp4
3. Autoencoders Lab (Coding).vtt
3. ----- Regression, Model Preparation, and Regularization -----
1. Section Overview.html
2. How to get the code.mp4
2. How to get the code.vtt
30. Transfer Learning and Pretrained Models
1. Transfer Learning and Pretrained Models 101.mp4
1. Transfer Learning and Pretrained Models 101.vtt
2. Transfer Learning and Pretrained Models Lab (Introduction).mp4
2. Transfer Learning and Pretrained Models Lab (Introduction).vtt
3. Transfer Learning and Pretrained Models Lab (Coding).mp4
3. Transfer Learning and Pretrained Models Lab (Coding).vtt
31. Recurrent Neural Networks
1. Recurrent Neural Networks 101.mp4
1. Recurrent Neural Networks 101.vtt
2. LSTM Univariate, Multistep Timeseries Prediction (Intro).mp4
2. LSTM Univariate, Multistep Timeseries Prediction (Intro).vtt
3. LSTM Univariate, Multistep Timeseries Prediction (Coding).mp4
3. LSTM Univariate, Multistep Timeseries Prediction (Coding).vtt
4. LSTM Multivariate, Multistep Timeseries Prediction (Intro).mp4
4. LSTM Multivariate, Multistep Timeseries Prediction (Intro).vtt
5. LSTM Multivariate, Multistep Timeseries Prediction (Coding).mp4
5. LSTM Multivariate, Multistep Timeseries Prediction (Coding).vtt
32. Bonus
1. Congratulations and thank you.html
2. Bonus lecture.html
4. Regression
1. Regression Types 101.mp4
1. Regression Types 101.vtt
10. Multivariate Regression Lab.mp4
10. Multivariate Regression Lab.vtt
11. Multivariate Regression Exercise.mp4
11. Multivariate Regression Exercise.vtt
12. Multivariate Regression Solution.mp4
12. Multivariate Regression Solution.vtt
13. Regression Quiz.html
2. Univariate Regression 101.mp4
2. Univariate Regression 101.vtt
3. Univariate Regression Interactive.mp4
3. Univariate Regression Interactive.vtt
4. Univariate Regression Lab.mp4
4. Univariate Regression Lab.vtt
5. Univariate Regression Exercise.mp4
5. Univariate Regression Exercise.vtt
6. Univariate Regression Solution.mp4
6. Univariate Regression Solution.vtt
7. Polynomial Regression 101.mp4
7. Polynomial Regression 101.vtt
8. Polynomial Regression Lab.mp4
8. Polynomial Regression Lab.vtt
9. Multivariate Regression 101.mp4
9. Multivariate Regression 101.vtt
5. Model Preparation and Evaluation
1. Underfitting Overfitting 101.mp4
1. Underfitting Overfitting 101.vtt
2. Train Validation Test Split 101.mp4
2. Train Validation Test Split 101.vtt
3. Train Validation Test Split Interactive.mp4
3. Train Validation Test Split Interactive.vtt
4. Train Validation Test Split Lab.mp4
4. Train Validation Test Split Lab.vtt
5. Resampling Techniques 101.mp4
5. Resampling Techniques 101.vtt
6. Resampling Techniques Lab.mp4
6. Resampling Techniques Lab.vtt
6. Regularization
1. Regularization 101.mp4
1. Regularization 101.vtt
2. Regularization Lab.mp4
2. Regularization Lab.vtt
7. ----- Classification -----
1. Classification Introduction.html
2. How to get the code.mp4
2. How to get the code.vtt
8. Classification Basics
1. Confusion Matrix 101.mp4
1. Confusion Matrix 101.vtt
2. ROC Curve 101.mp4
2. ROC Curve 101.vtt
3. ROC Curve Interactive.mp4
3. ROC Curve Interactive.vtt
4. ROC Curve Lab Intro.mp4
4. ROC Curve Lab Intro.vtt
5. ROC Curve Lab 13 (Data Prep, Modeling).mp4
5. ROC Curve Lab 13 (Data Prep, Modeling).vtt
6. ROC Curve Lab 23 (Confusion Matrix and ROC).mp4
6. ROC Curve Lab 23 (Confusion Matrix and ROC).vtt
7. ROC Curve Lab 33 (ROC, AUC, Cost Function).mp4
7. ROC Curve Lab 33 (ROC, AUC, Cost Function).vtt
9. Decision Trees
1. Decision Trees 101.mp4
1. Decision Trees 101.vtt
2. Decision Trees Lab (Intro).mp4
2. Decision Trees Lab (Intro).vtt
3. Decision Trees Lab (Coding).mp4
3. Decision Trees Lab (Coding).vtt
4. Decision Trees Exercise.mp4
4. Decision Trees Exercise.vtt
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