Udemy - Machine Learning, incl. Deep Learning, with R [Desire Cou...

Files:

• 1. Course Overview.mp4 (10.4 MB)
• 1. Course Overview.vtt (3.1 KB)
• 2. AI 101.mp4 (29.5 MB)
• 2. AI 101.vtt (5.5 KB)
• 3. Machine Learning 101.mp4 (31.1 MB)
• 3. Machine Learning 101.vtt (7.7 KB)
• 4. Models.mp4 (27.6 MB)
• 4. Models.vtt (5.9 KB)
• 5. Teaser Overview.mp4 (6.2 MB)
• 5. Teaser Overview.vtt (0.6 KB)
• 6. Teaser Lab.mp4 (126.5 MB)
• 6. Teaser Lab.vtt (12.2 KB)
• 6.1 PCA_Teaser.zip.zip (3.4 KB)
• 6.2 PCA_Teaser_Final.html.html (4.9 MB)

• 1. Random Forests 101.mp4 (10.8 MB)
• 1. Random Forests 101.vtt (2.9 KB)
• 2. Random Forests Interactive.mp4 (17.5 MB)
• 2. Random Forests Interactive.vtt (3.4 KB)
• 3. Random Forest Lab (Intro).mp4 (14.8 MB)
• 3. Random Forest Lab (Intro).vtt (1.8 KB)
• 4. Random Forest Lab (Coding 12).mp4 (109.9 MB)
• 4. Random Forest Lab (Coding 12).vtt (10.4 KB)
• 5. Random Forest Lab (Coding 22).mp4 (107.1 MB)
• 5. Random Forest Lab (Coding 22).vtt (8.2 KB)
• 6. Random Forest Exercise.mp4 (22.1 MB)
• 6. Random Forest Exercise.vtt (2.3 KB)

• 1. Logistic Regression 101.mp4 (27.6 MB)
• 1. Logistic Regression 101.vtt (7.4 KB)
• 2. Logistic Regression Lab (Intro).mp4 (8.8 MB)
• 2. Logistic Regression Lab (Intro).vtt (0.9 KB)
• 3. Logistic Regression Lab (Coding 12).mp4 (91.9 MB)
• 3. Logistic Regression Lab (Coding 12).vtt (7.3 KB)
• 4. Logistic Regression Lab (Coding 22).mp4 (63.1 MB)
• 4. Logistic Regression Lab (Coding 22).vtt (5.8 KB)
• 5. Logistic Regression Exercise.mp4 (10.7 MB)
• 5. Logistic Regression Exercise.vtt (1.2 KB)

• 1. Support Vector Machines 101.mp4 (21.8 MB)
• 1. Support Vector Machines 101.vtt (5.6 KB)
• 2. Support Vector Machines Lab (Intro).mp4 (13.6 MB)
• 2. Support Vector Machines Lab (Intro).vtt (1.5 KB)
• 3. Support Vector Machines Lab (Coding 12).mp4 (78.8 MB)
• 3. Support Vector Machines Lab (Coding 12).vtt (6.8 KB)
• 4. Support Vector Machines Lab (Coding 22).mp4 (42.1 MB)
• 4. Support Vector Machines Lab (Coding 22).vtt (4.1 KB)
• 5. Support Vector Machines Exercise.mp4 (21.2 MB)
• 5. Support Vector Machines Exercise.vtt (2.1 KB)

• 1. Ensemble Models 101.mp4 (12.1 MB)
• 1. Ensemble Models 101.vtt (3.7 KB)
• 2. Classification Quiz.html (0.1 KB)

• 1. Association Rules 101.mp4 (20.9 MB)
• 1. Association Rules 101.vtt (5.5 KB)
• 2. How to get the code.mp4 (8.8 MB)
• 2. How to get the code.vtt (1.5 KB)

• 1. Apriori 101.mp4 (29.9 MB)
• 1. Apriori 101.vtt (7.4 KB)
• 2. Apriori Lab (Intro).mp4 (18.1 MB)
• 2. Apriori Lab (Intro).vtt (1.7 KB)
• 3. Apriori Lab (Coding 12).mp4 (73.3 MB)
• 3. Apriori Lab (Coding 12).vtt (6.1 KB)
• 4. Apriori Lab (Coding 22).mp4 (113.4 MB)
• 4. Apriori Lab (Coding 22).vtt (7.4 KB)
• 5. Apriori Exercise.mp4 (17.2 MB)
• 5. Apriori Exercise.vtt (2.1 KB)
• 6. Apriori Solution.mp4 (100.1 MB)
• 6. Apriori Solution.vtt (8.9 KB)

• 1. Clustering Overview.mp4 (10.1 MB)
• 1. Clustering Overview.vtt (2.9 KB)
• 2. How to get the code.mp4 (8.8 MB)
• 2. How to get the code.vtt (1.5 KB)

• 1. kmeans 101.mp4 (31.7 MB)
• 1. kmeans 101.vtt (7.7 KB)
• 2. kmeans Lab.mp4 (159.9 MB)
• 2. kmeans Lab.vtt (12.4 KB)
• 3. kmeans Exercise.mp4 (27.5 MB)
• 3. kmeans Exercise.vtt (3.1 KB)
• 4. kmeans Solution.mp4 (106.4 MB)
• 4. kmeans Solution.vtt (0.1 KB)

• 1. Hierarchical Clustering 101.mp4 (32.4 MB)
• 1. Hierarchical Clustering 101.vtt (8.1 KB)
• 2. Hierarchical Clustering Interactive.mp4 (34.1 MB)
• 2. Hierarchical Clustering Interactive.vtt (5.8 KB)
• 3. Hierarchical Clustering Lab.mp4 (189.2 MB)
• 3. Hierarchical Clustering Lab.vtt (14.4 KB)

• 1. Dbscan 101.mp4 (31.3 MB)
• 1. Dbscan 101.vtt (5.0 KB)
• 2. Dbscan Lab.mp4 (111.4 MB)
• 2. Dbscan Lab.vtt (12.7 KB)
• 3. Clustering Quiz.html (0.1 KB)

• 1. R and RStudio Installation.mp4 (102.3 MB)
• 1. R and RStudio Installation.vtt (8.5 KB)
• 2. How to get the code.mp4 (8.8 MB)
• 2. How to get the code.vtt (1.6 KB)
• 3. Rmarkdown Lab.mp4 (65.8 MB)
• 3. Rmarkdown Lab.vtt (8.2 KB)
• 4. Piping 101.mp4 (9.4 MB)
• 4. Piping 101.vtt (2.9 KB)
• 5. Data Manipulation Lab.mp4 (104.6 MB)
• 5. Data Manipulation Lab.vtt (9.1 KB)
• 6. Data Reshaping 101.mp4 (18.8 MB)
• 6. Data Reshaping 101.vtt (3.5 KB)
• 7. Data Reshaping Lab.mp4 (103.1 MB)
• 7. Data Reshaping Lab.vtt (10.3 KB)
• 8. Packages Preparation Lab.mp4 (12.3 MB)
• 8. Packages Preparation Lab.vtt (1.6 KB)

• 1. Dimensionality Reduction Overview.html (0.2 KB)

• 1. PCA 101.mp4 (41.8 MB)
• 1. PCA 101.vtt (8.8 KB)
• 2. PCA Lab.mp4 (127.0 MB)
• 2. PCA Lab.vtt (12.1 KB)
• 3. PCA Exercise.mp4 (15.2 MB)
• 3. PCA Exercise.vtt (1.9 KB)
• 4. PCA Solution.mp4 (81.0 MB)
• 4. PCA Solution.vtt (6.8 KB)

• 1. t-SNE 101.mp4 (20.0 MB)
• 1. t-SNE 101.vtt (6.5 KB)
• 2. t-SNE Lab (Sphere).mp4 (57.4 MB)
• 2. t-SNE Lab (Sphere).vtt (5.2 KB)
• 3. t-SNE Lab (Mnist).mp4 (70.4 MB)
• 3. t-SNE Lab (Mnist).vtt (5.8 KB)

• 1. Factor Analysis 101.mp4 (35.0 MB)
• 1. Factor Analysis 101.vtt (8.7 KB)
• 2. Factor Analysis Lab (Intro).mp4 (16.5 MB)
• 2. Factor Analysis Lab (Intro).vtt (1.5 KB)
• 3. Factor Analysis Lab (Coding 12).mp4 (78.7 MB)
• 3. Factor Analysis Lab (Coding 12).vtt (6.5 KB)
• 4. Factor Analysis Lab (Coding 22).mp4 (91.7 MB)
• 4. Factor Analysis Lab (Coding 22).vtt (6.9 KB)
• 5. Factor Analysis Exercise.mp4 (13.2 MB)
• 5. Factor Analysis Exercise.vtt (1.6 KB)
• 6. Dimensionality Reduction Quiz.html (0.1 KB)

• 1. Reinforcement Learning 101.mp4 (37.4 MB)
• 1. Reinforcement Learning 101.vtt (8.1 KB)
• 2. Upper Confidence Bound 101.mp4 (50.4 MB)
• 2. Upper Confidence Bound 101.vtt (13.1 KB)
• 3. Upper Confidence Bound Interactive.mp4 (46.5 MB)
• 3. Upper Confidence Bound Interactive.vtt (6.9 KB)
• 4. How to get the code.mp4 (8.8 MB)
• 4. How to get the code.vtt (1.5 KB)
• 5. Upper Confidence Bound Lab (Intro).mp4 (13.1 MB)
• 5. Upper Confidence Bound Lab (Intro).vtt (1.8 KB)
• 6. Upper Confidence Bound Lab (Coding 12).mp4 (138.3 MB)
• 6. Upper Confidence Bound Lab (Coding 12).vtt (10.9 KB)
• 7. Upper Confidence Bound Lab (Coding 22).mp4 (67.1 MB)
• 7. Upper Confidence Bound Lab (Coding 22).vtt (5.0 KB)

• 1. Deep Learning General Overview.mp4 (26.4 MB)
• 1. Deep Learning General Overview.vtt (4.3 KB)
• 10. How to get the code.mp4 (8.8 MB)
• 10. How to get the code.vtt (1.5 KB)
• 11. Python and Keras Installation.mp4 (72.7 MB)
• 11. Python and Keras Installation.vtt (6.2 KB)
• 2. Deep Learning Modeling 101.mp4 (12.4 MB)
• 2. Deep Learning Modeling 101.vtt (4.7 KB)
• 3. Performance.mp4 (11.2 MB)
• 3. Performance.vtt (2.9 KB)
• 4. From Perceptron to Neural Networks.mp4 (19.8 MB)
• 4. From Perceptron to Neural Networks.vtt (4.1 KB)
• 5. Layer Types.mp4 (21.7 MB)
• 5. Layer Types.vtt (4.6 KB)
• 6. Activation Functions.mp4 (20.7 MB)
• 6. Activation Functions.vtt (4.6 KB)
• 7. Loss Function.mp4 (13.9 MB)
• 7. Loss Function.vtt (3.8 KB)
• 8. Optimizer.mp4 (22.3 MB)
• 8. Optimizer.vtt (6.8 KB)
• 9. Deep Learning Frameworks.mp4 (9.5 MB)
• 9. Deep Learning Frameworks.vtt (2.6 KB)

• 1. Multi-Target Regression Lab (Intro).mp4 (13.3 MB)
• 1. Multi-Target Regression Lab (Intro).vtt (1.5 KB)
• 2. Multi-Target Regression Lab (Coding 12).mp4 (119.1 MB)
• 2. Multi-Target Regression Lab (Coding 12).vtt (9.1 KB)
• 3. Multi-Target Regression Lab (Coding 22).mp4 (98.8 MB)
• 3. Multi-Target Regression Lab (Coding 22).vtt (7.7 KB)

• 1. Binary Classification Lab (Intro).mp4 (15.3 MB)
• 1. Binary Classification Lab (Intro).vtt (1.5 KB)
• 2. Binary Classification Lab (Coding 12).mp4 (121.0 MB)
• 2. Binary Classification Lab (Coding 12).vtt (9.4 KB)
• 3. Binary Classification Lab (Coding 22).mp4 (67.9 MB)
• 3. Binary Classification Lab (Coding 22).vtt (5.3 KB)
• 4. Multi-Label Classification Lab (Intro).mp4 (24.4 MB)
• 4. Multi-Label Classification Lab (Intro).vtt (3.1 KB)
• 5. Multi-Label Classification Lab (Coding 13).mp4 (109.7 MB)
• 5. Multi-Label Classification Lab (Coding 13).vtt (8.6 KB)
• 6. Multi-Label Classification Lab (Coding 23).mp4 (128.8 MB)
• 6. Multi-Label Classification Lab (Coding 23).vtt (9.7 KB)
• 7. Multi-Label Classification Lab (Coding 33).mp4 (62.7 MB)
• 7. Multi-Label Classification Lab (Coding 33).vtt (5.2 KB)

• 1. Convolutional Neural Networks 101.mp4 (44.3 MB)
• 1. Convolutional Neural Networks 101.vtt (10.4 KB)
• 2. Convolutional Neural Networks Interactive.mp4 (18.2 MB)
• 2. Convolutional Neural Networks Interactive.vtt (3.5 KB)
• 3. Convolutional Neural Networks Lab (Intro).mp4 (12.1 MB)
• 3. Convolutional Neural Networks Lab (Intro).vtt (1.6 KB)
• 4. Convolutional Neural Networks Lab (Coding).mp4 (189.8 MB)
• 4. Convolutional Neural Networks Lab (Coding).vtt (15.7 KB)
• 5. Convolutional Neural Networks Exercise.mp4 (23.7 MB)
• 5. Convolutional Neural Networks Exercise.vtt (2.5 KB)
• 6. Semantic Segmentation 101.mp4 (57.9 MB)
• 6. Semantic Segmentation 101.vtt (7.8 KB)
• 7. Semantic Segmentation Lab (Intro).mp4 (25.5 MB)
• 7. Semantic Segmentation Lab (Intro).vtt (2.7 KB)
• 8. Semantic Segmentation Lab (Coding).mp4 (25.5 MB)
• 8. Semantic Segmentation Lab (Coding).vtt (2.7 KB)
• 9. Deep Learning Quiz.html (0.1 KB)

• 1. Autoencoders 101.mp4 (16.7 MB)
• 1. Autoencoders 101.vtt (2.7 KB)
• 2. Autoencoders Lab (Intro).mp4 (15.1 MB)
• 2. Autoencoders Lab (Intro).vtt (1.7 KB)
• 3. Autoencoders Lab (Coding).mp4 (105.4 MB)
• 3. Autoencoders Lab (Coding).vtt (8.9 KB)

• 1. Section Overview.html (0.5 KB)
• 2. How to get the code.mp4 (8.8 MB)
• 2. How to get the code.vtt (1.5 KB)

• 1. Transfer Learning and Pretrained Models 101.mp4 (32.8 MB)
• 1. Transfer Learning and Pretrained Models 101.vtt (5.4 KB)
• 2. Transfer Learning and Pretrained Models Lab (Introduction).mp4 (13.6 MB)
• 2. Transfer Learning and Pretrained Models Lab (Introduction).vtt (1.9 KB)
• 3. Transfer Learning and Pretrained Models Lab (Coding).mp4 (99.4 MB)
• 3. Transfer Learning and Pretrained Models Lab (Coding).vtt (8.4 KB)

• 1. Recurrent Neural Networks 101.mp4 (29.5 MB)
• 1. Recurrent Neural Networks 101.vtt (7.6 KB)
• 2. LSTM Univariate, Multistep Timeseries Prediction (Intro).mp4 (13.6 MB)
• 2. LSTM Univariate, Multistep Timeseries Prediction (Intro).vtt (1.7 KB)
• 3. LSTM Univariate, Multistep Timeseries Prediction (Coding).mp4 (146.6 MB)
• 3. LSTM Univariate, Multistep Timeseries Prediction (Coding).vtt (11.9 KB)
• 4. LSTM Multivariate, Multistep Timeseries Prediction (Intro).mp4 (12.0 MB)
• 4. LSTM Multivariate, Multistep Timeseries Prediction (Intro).vtt (1.8 KB)
• 5. LSTM Multivariate, Multistep Timeseries Prediction (Coding).mp4 (141.5 MB)
• 5. LSTM Multivariate, Multistep Timeseries Prediction (Coding).vtt (10.9 KB)

• 1. Congratulations and thank you.html (0.6 KB)
• 2. Bonus lecture.html (0.4 KB)

• 1. Regression Types 101.mp4 (17.7 MB)
• 1. Regression Types 101.vtt (4.3 KB)
• 10. Multivariate Regression Lab.mp4 (135.7 MB)
• 10. Multivariate Regression Lab.vtt (11.9 KB)
• 11. Multivariate Regression Exercise.mp4 (13.7 MB)
• 11. Multivariate Regression Exercise.vtt (2.0 KB)
• 12. Multivariate Regression Solution.mp4 (122.6 MB)
• 12. Multivariate Regression Solution.vtt (10.0 KB)
• 13. Regression Quiz.html (0.1 KB)
• 2. Univariate Regression 101.mp4 (25.6 MB)
• 2. Univariate Regression 101.vtt (6.2 KB)
• 3. Univariate Regression Interactive.mp4 (21.9 MB)
• 3. Univariate Regression Interactive.vtt (4.1 KB)
• 4. Univariate Regression Lab.mp4 (88.4 MB)
• 4. Univariate Regression Lab.vtt (10.1 KB)
• 5. Univariate Regression Exercise.mp4 (18.2 MB)
• 5. Univariate Regression Exercise.vtt (2.2 KB)
• 6. Univariate Regression Solution.mp4 (71.3 MB)
• 6. Univariate Regression Solution.vtt (6.3 KB)
• 7. Polynomial Regression 101.mp4 (11.3 MB)
• 7. Polynomial Regression 101.vtt (2.5 KB)
• 8. Polynomial Regression Lab.mp4 (117.6 MB)
• 8. Polynomial Regression Lab.vtt (11.3 KB)
• 9. Multivariate Regression 101.mp4 (22.4 MB)
• 9. Multivariate Regression 101.vtt (4.8 KB)

• 1. Underfitting Overfitting 101.mp4 (56.1 MB)
• 1. Underfitting Overfitting 101.vtt (12.2 KB)
• 2. Train Validation Test Split 101.mp4 (13.5 MB)
• 2. Train Validation Test Split 101.vtt (3.0 KB)
• 3. Train Validation Test Split Interactive.mp4 (36.0 MB)
• 3. Train Validation Test Split Interactive.vtt (7.3 KB)
• 4. Train Validation Test Split Lab.mp4 (117.4 MB)
• 4. Train Validation Test Split Lab.vtt (10.1 KB)
• 5. Resampling Techniques 101.mp4 (17.2 MB)
• 5. Resampling Techniques 101.vtt (5.1 KB)
• 6. Resampling Techniques Lab.mp4 (188.6 MB)
• 6. Resampling Techniques Lab.vtt (14.6 KB)

• 1. Regularization 101.mp4 (23.8 MB)
• 1. Regularization 101.vtt (6.1 KB)
• 2. Regularization Lab.mp4 (189.6 MB)
• 2. Regularization Lab.vtt (13.8 KB)

• 1. Classification Introduction.html (0.2 KB)
• 2. How to get the code.mp4 (8.8 MB)
• 2. How to get the code.vtt (1.5 KB)

• 1. Confusion Matrix 101.mp4 (28.9 MB)
• 1. Confusion Matrix 101.vtt (6.3 KB)
• 2. ROC Curve 101.mp4 (48.0 MB)
• 2. ROC Curve 101.vtt (7.1 KB)
• 3. ROC Curve Interactive.mp4 (43.5 MB)
• 3. ROC Curve Interactive.vtt (6.2 KB)
• 4. ROC Curve Lab Intro.mp4 (12.6 MB)
• 4. ROC Curve Lab Intro.vtt (1.8 KB)
• 5. ROC Curve Lab 13 (Data Prep, Modeling).mp4 (118.1 MB)
• 5. ROC Curve Lab 13 (Data Prep, Modeling).vtt (9.7 KB)
• 6. ROC Curve Lab 23 (Confusion Matrix and ROC).mp4 (70.8 MB)
• 6. ROC Curve Lab 23 (Confusion Matrix and ROC).vtt (5.2 KB)
• 7. ROC Curve Lab 33 (ROC, AUC, Cost Function).mp4 (135.5 MB)
• 7. ROC Curve Lab 33 (ROC, AUC, Cost Function).vtt (10.0 KB)

• 1. Decision Trees 101.mp4 (20.5 MB)
• 1. Decision Trees 101.vtt (6.0 KB)
• 2. Decision Trees Lab (Intro).mp4 (10.6 MB)
• 2. Decision Trees Lab (Intro).vtt (1.6 KB)
• 3. Decision Trees Lab (Coding).mp4 (121.0 MB)
• 3. Decision Trees Lab (Coding).vtt (12.7 KB)
• 4. Decision Trees Exercise.mp4 (14.1 MB)
• 4. Decision Trees Exercise.vtt (1.7 KB)

• [CourseClub.Me].url (0.0 KB)
• [DesireCourse.Net].url (0.0 KB)