Download Udemy - Machine Learning, incl. Deep Learning, with R [Desire Course] Torrent

Torrent Contents Size: 7.27 GB

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

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1. Introduction

1. Course Overview.mp4	MP4	10.37 MB
1. Course Overview.vtt	VTT	3.12 KB
2. AI 101.mp4	MP4	29.52 MB
2. AI 101.vtt	VTT	5.54 KB
3. Machine Learning 101.mp4	MP4	31.15 MB
3. Machine Learning 101.vtt	VTT	7.69 KB
4. Models.mp4	MP4	27.65 MB
4. Models.vtt	VTT	5.89 KB
5. Teaser Overview.mp4	MP4	6.24 MB
5. Teaser Overview.vtt	VTT	573 B
6. Teaser Lab.mp4	MP4	126.51 MB
6. Teaser Lab.vtt	VTT	12.24 KB
6.1 PCA_Teaser.zip.zip	ZIP	3.35 KB
6.2 PCA_Teaser_Final.html.html	HTML	4.88 MB

10. Random Forests

1. Random Forests 101.mp4	MP4	10.82 MB
1. Random Forests 101.vtt	VTT	2.94 KB
2. Random Forests Interactive.mp4	MP4	17.53 MB
2. Random Forests Interactive.vtt	VTT	3.4 KB
3. Random Forest Lab (Intro).mp4	MP4	14.84 MB
3. Random Forest Lab (Intro).vtt	VTT	1.8 KB
4. Random Forest Lab (Coding 12).mp4	MP4	109.85 MB
4. Random Forest Lab (Coding 12).vtt	VTT	10.42 KB
5. Random Forest Lab (Coding 22).mp4	MP4	107.1 MB
5. Random Forest Lab (Coding 22).vtt	VTT	8.2 KB
6. Random Forest Exercise.mp4	MP4	22.07 MB
6. Random Forest Exercise.vtt	VTT	2.33 KB

11. Logistic Regression

1. Logistic Regression 101.mp4	MP4	27.64 MB
1. Logistic Regression 101.vtt	VTT	7.41 KB
2. Logistic Regression Lab (Intro).mp4	MP4	8.79 MB
2. Logistic Regression Lab (Intro).vtt	VTT	889 B
3. Logistic Regression Lab (Coding 12).mp4	MP4	91.93 MB
3. Logistic Regression Lab (Coding 12).vtt	VTT	7.33 KB
4. Logistic Regression Lab (Coding 22).mp4	MP4	63.11 MB
4. Logistic Regression Lab (Coding 22).vtt	VTT	5.76 KB
5. Logistic Regression Exercise.mp4	MP4	10.68 MB
5. Logistic Regression Exercise.vtt	VTT	1.16 KB

12. Support Vector Machines

1. Support Vector Machines 101.mp4	MP4	21.84 MB
1. Support Vector Machines 101.vtt	VTT	5.6 KB
2. Support Vector Machines Lab (Intro).mp4	MP4	13.6 MB
2. Support Vector Machines Lab (Intro).vtt	VTT	1.46 KB
3. Support Vector Machines Lab (Coding 12).mp4	MP4	78.82 MB
3. Support Vector Machines Lab (Coding 12).vtt	VTT	6.82 KB
4. Support Vector Machines Lab (Coding 22).mp4	MP4	42.15 MB
4. Support Vector Machines Lab (Coding 22).vtt	VTT	4.13 KB
5. Support Vector Machines Exercise.mp4	MP4	21.2 MB
5. Support Vector Machines Exercise.vtt	VTT	2.06 KB

13. Ensemble Models

1. Ensemble Models 101.mp4	MP4	12.06 MB
1. Ensemble Models 101.vtt	VTT	3.67 KB
2. Classification Quiz.html	HTML	136 B

14. ----- Association Rules -----

1. Association Rules 101.mp4	MP4	20.87 MB
1. Association Rules 101.vtt	VTT	5.46 KB
2. How to get the code.mp4	MP4	8.83 MB
2. How to get the code.vtt	VTT	1.55 KB

15. Apriori

1. Apriori 101.mp4	MP4	29.9 MB
1. Apriori 101.vtt	VTT	7.42 KB
2. Apriori Lab (Intro).mp4	MP4	18.09 MB
2. Apriori Lab (Intro).vtt	VTT	1.67 KB
3. Apriori Lab (Coding 12).mp4	MP4	73.35 MB
3. Apriori Lab (Coding 12).vtt	VTT	6.05 KB
4. Apriori Lab (Coding 22).mp4	MP4	113.44 MB
4. Apriori Lab (Coding 22).vtt	VTT	7.43 KB
5. Apriori Exercise.mp4	MP4	17.25 MB
5. Apriori Exercise.vtt	VTT	2.13 KB
6. Apriori Solution.mp4	MP4	100.14 MB
6. Apriori Solution.vtt	VTT	8.94 KB

16. ----- Clustering -----

1. Clustering Overview.mp4	MP4	10.12 MB
1. Clustering Overview.vtt	VTT	2.9 KB
2. How to get the code.mp4	MP4	8.81 MB
2. How to get the code.vtt	VTT	1.55 KB

17. kmeans

1. kmeans 101.mp4	MP4	31.74 MB
1. kmeans 101.vtt	VTT	7.69 KB
2. kmeans Lab.mp4	MP4	159.88 MB
2. kmeans Lab.vtt	VTT	12.43 KB
3. kmeans Exercise.mp4	MP4	27.55 MB
3. kmeans Exercise.vtt	VTT	3.09 KB
4. kmeans Solution.mp4	MP4	106.36 MB
4. kmeans Solution.vtt	VTT	150 B

18. Hierarchical Clustering

1. Hierarchical Clustering 101.mp4	MP4	32.4 MB
1. Hierarchical Clustering 101.vtt	VTT	8.12 KB
2. Hierarchical Clustering Interactive.mp4	MP4	34.11 MB
2. Hierarchical Clustering Interactive.vtt	VTT	5.76 KB
3. Hierarchical Clustering Lab.mp4	MP4	189.25 MB
3. Hierarchical Clustering Lab.vtt	VTT	14.42 KB

19. Dbscan

1. Dbscan 101.mp4	MP4	31.32 MB
1. Dbscan 101.vtt	VTT	4.99 KB
2. Dbscan Lab.mp4	MP4	111.43 MB
2. Dbscan Lab.vtt	VTT	12.65 KB
3. Clustering Quiz.html	HTML	136 B

2. R Refresher

1. R and RStudio Installation.mp4	MP4	102.32 MB
1. R and RStudio Installation.vtt	VTT	8.5 KB
2. How to get the code.mp4	MP4	8.83 MB
2. How to get the code.vtt	VTT	1.58 KB
3. Rmarkdown Lab.mp4	MP4	65.81 MB
3. Rmarkdown Lab.vtt	VTT	8.19 KB
4. Piping 101.mp4	MP4	9.41 MB
4. Piping 101.vtt	VTT	2.87 KB
5. Data Manipulation Lab.mp4	MP4	104.59 MB
5. Data Manipulation Lab.vtt	VTT	9.11 KB
6. Data Reshaping 101.mp4	MP4	18.81 MB
6. Data Reshaping 101.vtt	VTT	3.55 KB
7. Data Reshaping Lab.mp4	MP4	103.14 MB
7. Data Reshaping Lab.vtt	VTT	10.26 KB
8. Packages Preparation Lab.mp4	MP4	12.32 MB
8. Packages Preparation Lab.vtt	VTT	1.56 KB

20. ----- Dimensionality Reduction -----

1. Dimensionality Reduction Overview.html

HTML

203 B

21. Principal Component Analysis (PCA)

1. PCA 101.mp4	MP4	41.79 MB
1. PCA 101.vtt	VTT	8.83 KB
2. PCA Lab.mp4	MP4	126.99 MB
2. PCA Lab.vtt	VTT	12.05 KB
3. PCA Exercise.mp4	MP4	15.24 MB
3. PCA Exercise.vtt	VTT	1.88 KB
4. PCA Solution.mp4	MP4	80.96 MB
4. PCA Solution.vtt	VTT	6.76 KB

22. t-SNE

1. t-SNE 101.mp4	MP4	19.97 MB
1. t-SNE 101.vtt	VTT	6.47 KB
2. t-SNE Lab (Sphere).mp4	MP4	57.38 MB
2. t-SNE Lab (Sphere).vtt	VTT	5.21 KB
3. t-SNE Lab (Mnist).mp4	MP4	70.37 MB
3. t-SNE Lab (Mnist).vtt	VTT	5.78 KB

23. Factor Analysis

1. Factor Analysis 101.mp4	MP4	34.98 MB
1. Factor Analysis 101.vtt	VTT	8.74 KB
2. Factor Analysis Lab (Intro).mp4	MP4	16.51 MB
2. Factor Analysis Lab (Intro).vtt	VTT	1.52 KB
3. Factor Analysis Lab (Coding 12).mp4	MP4	78.66 MB
3. Factor Analysis Lab (Coding 12).vtt	VTT	6.51 KB
4. Factor Analysis Lab (Coding 22).mp4	MP4	91.7 MB
4. Factor Analysis Lab (Coding 22).vtt	VTT	6.92 KB
5. Factor Analysis Exercise.mp4	MP4	13.23 MB
5. Factor Analysis Exercise.vtt	VTT	1.61 KB
6. Dimensionality Reduction Quiz.html	HTML	136 B

24. ----- Reinforcement Learning -----

1. Reinforcement Learning 101.mp4	MP4	37.44 MB
1. Reinforcement Learning 101.vtt	VTT	8.14 KB
2. Upper Confidence Bound 101.mp4	MP4	50.41 MB
2. Upper Confidence Bound 101.vtt	VTT	13.14 KB
3. Upper Confidence Bound Interactive.mp4	MP4	46.49 MB
3. Upper Confidence Bound Interactive.vtt	VTT	6.87 KB
4. How to get the code.mp4	MP4	8.83 MB
4. How to get the code.vtt	VTT	1.55 KB
5. Upper Confidence Bound Lab (Intro).mp4	MP4	13.12 MB
5. Upper Confidence Bound Lab (Intro).vtt	VTT	1.83 KB
6. Upper Confidence Bound Lab (Coding 12).mp4	MP4	138.26 MB
6. Upper Confidence Bound Lab (Coding 12).vtt	VTT	10.94 KB
7. Upper Confidence Bound Lab (Coding 22).mp4	MP4	67.11 MB
7. Upper Confidence Bound Lab (Coding 22).vtt	VTT	5.01 KB

25. ----- Deep Learning -----

1. Deep Learning General Overview.mp4	MP4	26.37 MB
1. Deep Learning General Overview.vtt	VTT	4.33 KB
10. How to get the code.mp4	MP4	8.82 MB
10. How to get the code.vtt	VTT	1.55 KB
11. Python and Keras Installation.mp4	MP4	72.66 MB
11. Python and Keras Installation.vtt	VTT	6.24 KB
2. Deep Learning Modeling 101.mp4	MP4	12.39 MB
2. Deep Learning Modeling 101.vtt	VTT	4.73 KB
3. Performance.mp4	MP4	11.16 MB
3. Performance.vtt	VTT	2.89 KB
4. From Perceptron to Neural Networks.mp4	MP4	19.76 MB
4. From Perceptron to Neural Networks.vtt	VTT	4.08 KB
5. Layer Types.mp4	MP4	21.74 MB
5. Layer Types.vtt	VTT	4.59 KB
6. Activation Functions.mp4	MP4	20.74 MB
6. Activation Functions.vtt	VTT	4.61 KB
7. Loss Function.mp4	MP4	13.88 MB
7. Loss Function.vtt	VTT	3.83 KB
8. Optimizer.mp4	MP4	22.33 MB
8. Optimizer.vtt	VTT	6.83 KB
9. Deep Learning Frameworks.mp4	MP4	9.47 MB
9. Deep Learning Frameworks.vtt	VTT	2.65 KB

26. Deep Learning Regression

1. Multi-Target Regression Lab (Intro).mp4	MP4	13.33 MB
1. Multi-Target Regression Lab (Intro).vtt	VTT	1.47 KB
2. Multi-Target Regression Lab (Coding 12).mp4	MP4	119.06 MB
2. Multi-Target Regression Lab (Coding 12).vtt	VTT	9.11 KB
3. Multi-Target Regression Lab (Coding 22).mp4	MP4	98.84 MB
3. Multi-Target Regression Lab (Coding 22).vtt	VTT	7.66 KB

27. Deep Learning Classification

1. Binary Classification Lab (Intro).mp4	MP4	15.28 MB
1. Binary Classification Lab (Intro).vtt	VTT	1.49 KB
2. Binary Classification Lab (Coding 12).mp4	MP4	121.03 MB
2. Binary Classification Lab (Coding 12).vtt	VTT	9.37 KB
3. Binary Classification Lab (Coding 22).mp4	MP4	67.87 MB
3. Binary Classification Lab (Coding 22).vtt	VTT	5.32 KB
4. Multi-Label Classification Lab (Intro).mp4	MP4	24.42 MB
4. Multi-Label Classification Lab (Intro).vtt	VTT	3.06 KB
5. Multi-Label Classification Lab (Coding 13).mp4	MP4	109.73 MB
5. Multi-Label Classification Lab (Coding 13).vtt	VTT	8.59 KB
6. Multi-Label Classification Lab (Coding 23).mp4	MP4	128.81 MB
6. Multi-Label Classification Lab (Coding 23).vtt	VTT	9.72 KB
7. Multi-Label Classification Lab (Coding 33).mp4	MP4	62.74 MB
7. Multi-Label Classification Lab (Coding 33).vtt	VTT	5.17 KB

28. Convolutional Neural Networks

1. Convolutional Neural Networks 101.mp4	MP4	44.26 MB
1. Convolutional Neural Networks 101.vtt	VTT	10.39 KB
2. Convolutional Neural Networks Interactive.mp4	MP4	18.16 MB
2. Convolutional Neural Networks Interactive.vtt	VTT	3.47 KB
3. Convolutional Neural Networks Lab (Intro).mp4	MP4	12.13 MB
3. Convolutional Neural Networks Lab (Intro).vtt	VTT	1.56 KB
4. Convolutional Neural Networks Lab (Coding).mp4	MP4	189.77 MB
4. Convolutional Neural Networks Lab (Coding).vtt	VTT	15.74 KB
5. Convolutional Neural Networks Exercise.mp4	MP4	23.73 MB
5. Convolutional Neural Networks Exercise.vtt	VTT	2.51 KB
6. Semantic Segmentation 101.mp4	MP4	57.94 MB
6. Semantic Segmentation 101.vtt	VTT	7.79 KB
7. Semantic Segmentation Lab (Intro).mp4	MP4	25.49 MB
7. Semantic Segmentation Lab (Intro).vtt	VTT	2.72 KB
8. Semantic Segmentation Lab (Coding).mp4	MP4	25.48 MB
8. Semantic Segmentation Lab (Coding).vtt	VTT	2.72 KB
9. Deep Learning Quiz.html	HTML	136 B

29. Autoencoders

1. Autoencoders 101.mp4	MP4	16.71 MB
1. Autoencoders 101.vtt	VTT	2.73 KB
2. Autoencoders Lab (Intro).mp4	MP4	15.11 MB
2. Autoencoders Lab (Intro).vtt	VTT	1.71 KB
3. Autoencoders Lab (Coding).mp4	MP4	105.45 MB
3. Autoencoders Lab (Coding).vtt	VTT	8.91 KB

3. ----- Regression, Model Preparation, and Regularization -----

1. Section Overview.html	HTML	481 B
2. How to get the code.mp4	MP4	8.83 MB
2. How to get the code.vtt	VTT	1.55 KB

30. Transfer Learning and Pretrained Models

1. Transfer Learning and Pretrained Models 101.mp4	MP4	32.78 MB
1. Transfer Learning and Pretrained Models 101.vtt	VTT	5.36 KB
2. Transfer Learning and Pretrained Models Lab (Introduction).mp4	MP4	13.63 MB
2. Transfer Learning and Pretrained Models Lab (Introduction).vtt	VTT	1.85 KB
3. Transfer Learning and Pretrained Models Lab (Coding).mp4	MP4	99.41 MB
3. Transfer Learning and Pretrained Models Lab (Coding).vtt	VTT	8.38 KB

31. Recurrent Neural Networks

1. Recurrent Neural Networks 101.mp4	MP4	29.49 MB
1. Recurrent Neural Networks 101.vtt	VTT	7.59 KB
2. LSTM Univariate, Multistep Timeseries Prediction (Intro).mp4	MP4	13.62 MB
2. LSTM Univariate, Multistep Timeseries Prediction (Intro).vtt	VTT	1.75 KB
3. LSTM Univariate, Multistep Timeseries Prediction (Coding).mp4	MP4	146.57 MB
3. LSTM Univariate, Multistep Timeseries Prediction (Coding).vtt	VTT	11.95 KB
4. LSTM Multivariate, Multistep Timeseries Prediction (Intro).mp4	MP4	12.02 MB
4. LSTM Multivariate, Multistep Timeseries Prediction (Intro).vtt	VTT	1.81 KB
5. LSTM Multivariate, Multistep Timeseries Prediction (Coding).mp4	MP4	141.53 MB
5. LSTM Multivariate, Multistep Timeseries Prediction (Coding).vtt	VTT	10.86 KB

32. Bonus

	1. Congratulations and thank you.html	HTML	564 B
	2. Bonus lecture.html	HTML	417 B

4. Regression

1. Regression Types 101.mp4	MP4	17.74 MB
1. Regression Types 101.vtt	VTT	4.3 KB
10. Multivariate Regression Lab.mp4	MP4	135.7 MB
10. Multivariate Regression Lab.vtt	VTT	11.93 KB
11. Multivariate Regression Exercise.mp4	MP4	13.69 MB
11. Multivariate Regression Exercise.vtt	VTT	1.99 KB
12. Multivariate Regression Solution.mp4	MP4	122.64 MB
12. Multivariate Regression Solution.vtt	VTT	10.03 KB
13. Regression Quiz.html	HTML	136 B
2. Univariate Regression 101.mp4	MP4	25.59 MB
2. Univariate Regression 101.vtt	VTT	6.18 KB
3. Univariate Regression Interactive.mp4	MP4	21.85 MB
3. Univariate Regression Interactive.vtt	VTT	4.13 KB
4. Univariate Regression Lab.mp4	MP4	88.4 MB
4. Univariate Regression Lab.vtt	VTT	10.08 KB
5. Univariate Regression Exercise.mp4	MP4	18.16 MB
5. Univariate Regression Exercise.vtt	VTT	2.22 KB
6. Univariate Regression Solution.mp4	MP4	71.32 MB
6. Univariate Regression Solution.vtt	VTT	6.26 KB
7. Polynomial Regression 101.mp4	MP4	11.35 MB
7. Polynomial Regression 101.vtt	VTT	2.49 KB
8. Polynomial Regression Lab.mp4	MP4	117.62 MB
8. Polynomial Regression Lab.vtt	VTT	11.26 KB
9. Multivariate Regression 101.mp4	MP4	22.44 MB
9. Multivariate Regression 101.vtt	VTT	4.85 KB

5. Model Preparation and Evaluation

1. Underfitting Overfitting 101.mp4	MP4	56.1 MB
1. Underfitting Overfitting 101.vtt	VTT	12.18 KB
2. Train Validation Test Split 101.mp4	MP4	13.51 MB
2. Train Validation Test Split 101.vtt	VTT	3.05 KB
3. Train Validation Test Split Interactive.mp4	MP4	36 MB
3. Train Validation Test Split Interactive.vtt	VTT	7.33 KB
4. Train Validation Test Split Lab.mp4	MP4	117.4 MB
4. Train Validation Test Split Lab.vtt	VTT	10.08 KB
5. Resampling Techniques 101.mp4	MP4	17.2 MB
5. Resampling Techniques 101.vtt	VTT	5.05 KB
6. Resampling Techniques Lab.mp4	MP4	188.6 MB
6. Resampling Techniques Lab.vtt	VTT	14.6 KB

6. Regularization

1. Regularization 101.mp4	MP4	23.77 MB
1. Regularization 101.vtt	VTT	6.12 KB
2. Regularization Lab.mp4	MP4	189.57 MB
2. Regularization Lab.vtt	VTT	13.78 KB

7. ----- Classification -----

1. Classification Introduction.html	HTML	220 B
2. How to get the code.mp4	MP4	8.84 MB
2. How to get the code.vtt	VTT	1.55 KB

8. Classification Basics

1. Confusion Matrix 101.mp4	MP4	28.88 MB
1. Confusion Matrix 101.vtt	VTT	6.31 KB
2. ROC Curve 101.mp4	MP4	48.01 MB
2. ROC Curve 101.vtt	VTT	7.1 KB
3. ROC Curve Interactive.mp4	MP4	43.5 MB
3. ROC Curve Interactive.vtt	VTT	6.19 KB
4. ROC Curve Lab Intro.mp4	MP4	12.6 MB
4. ROC Curve Lab Intro.vtt	VTT	1.84 KB
5. ROC Curve Lab 13 (Data Prep, Modeling).mp4	MP4	118.06 MB
5. ROC Curve Lab 13 (Data Prep, Modeling).vtt	VTT	9.72 KB
6. ROC Curve Lab 23 (Confusion Matrix and ROC).mp4	MP4	70.79 MB
6. ROC Curve Lab 23 (Confusion Matrix and ROC).vtt	VTT	5.16 KB
7. ROC Curve Lab 33 (ROC, AUC, Cost Function).mp4	MP4	135.48 MB
7. ROC Curve Lab 33 (ROC, AUC, Cost Function).vtt	VTT	9.98 KB

9. Decision Trees

1. Decision Trees 101.mp4	MP4	20.53 MB
1. Decision Trees 101.vtt	VTT	5.98 KB
2. Decision Trees Lab (Intro).mp4	MP4	10.63 MB
2. Decision Trees Lab (Intro).vtt	VTT	1.64 KB
3. Decision Trees Lab (Coding).mp4	MP4	121.02 MB
3. Decision Trees Lab (Coding).vtt	VTT	12.65 KB
4. Decision Trees Exercise.mp4	MP4	14.13 MB
4. Decision Trees Exercise.vtt	VTT	1.7 KB

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

Torrent Contents Size: 7.27 GB

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