Udemy - Data Science Methods and Techniques [2025] (7.2024)

1. Introduction/1. Introduction.mp4

197.28 MB

1. Introduction/1. Introduction.srt

23.49 KB

1. Introduction/2. Setup of the Anaconda Cloud Notebook.mp4

108.45 MB

1. Introduction/2. Setup of the Anaconda Cloud Notebook.srt

12.69 KB

1. Introduction/3. Download and installation of the Anaconda Distribution (optional).mp4

158.62 MB

1. Introduction/3. Download and installation of the Anaconda Distribution (optional).srt

20.55 KB

1. Introduction/4. The Conda Package Management System (optional).mp4

268.34 MB

1. Introduction/4. The Conda Package Management System (optional).srt

28.3 KB

2. Regression, Prediction and Supervised Learning/1. Regression, Prediction, and Supervised Learning. Section Overview (I).mp4

121.78 MB

2. Regression, Prediction and Supervised Learning/1. Regression, Prediction, and Supervised Learning. Section Overview (I).srt

12.28 KB

2. Regression, Prediction and Supervised Learning/10. Regression Regularization, Lasso and Ridge models (X).mp4

520.41 MB

2. Regression, Prediction and Supervised Learning/10. Regression Regularization, Lasso and Ridge models (X).srt

57.24 KB

2. Regression, Prediction and Supervised Learning/10.1 insurance.csv

69.83 KB

2. Regression, Prediction and Supervised Learning/10.2 Regularization_Ridge_Lasso_Regression.py

8.85 KB

2. Regression, Prediction and Supervised Learning/11. Decision Tree Regression models (XI).mp4

476.1 MB

2. Regression, Prediction and Supervised Learning/11. Decision Tree Regression models (XI).srt

51.67 KB

2. Regression, Prediction and Supervised Learning/11.1 DecisionTree_regression.py

5.81 KB

2. Regression, Prediction and Supervised Learning/11.2 insurance.csv

59.83 KB

2. Regression, Prediction and Supervised Learning/12. Random Forest Regression (XII).mp4

410.58 MB

2. Regression, Prediction and Supervised Learning/12. Random Forest Regression (XII).srt

70.86 KB

2. Regression, Prediction and Supervised Learning/12.1 insurance.csv

69.83 KB

2. Regression, Prediction and Supervised Learning/12.2 Random_Forest_regression.py

24.77 KB

2. Regression, Prediction and Supervised Learning/13. Voting Regression (XIII).mp4

244.89 MB

2. Regression, Prediction and Supervised Learning/13. Voting Regression (XIII).srt

47.13 KB

2. Regression, Prediction and Supervised Learning/13.1 insurance.csv

59.83 KB

2. Regression, Prediction and Supervised Learning/13.2 Voting_Regression_Ensemble.py

8.13 KB

2. Regression, Prediction and Supervised Learning/2. The Traditional Simple Regression Model (II).mp4

173.57 MB

2. Regression, Prediction and Supervised Learning/2. The Traditional Simple Regression Model (II).srt

23.58 KB

2. Regression, Prediction and Supervised Learning/3. The Traditional Simple Regression Model (III).mp4

317.52 MB

2. Regression, Prediction and Supervised Learning/3. The Traditional Simple Regression Model (III).srt

32.61 KB

2. Regression, Prediction and Supervised Learning/3.1 Regression_III.py

557 B

2. Regression, Prediction and Supervised Learning/4. Some practical and useful modelling concepts (IV).mp4

114.68 MB

2. Regression, Prediction and Supervised Learning/4. Some practical and useful modelling concepts (IV).srt

14.99 KB

2. Regression, Prediction and Supervised Learning/5. Some practical and useful modelling concepts (V).mp4

120.23 MB

2. Regression, Prediction and Supervised Learning/5. Some practical and useful modelling concepts (V).srt

14.81 KB

2. Regression, Prediction and Supervised Learning/6. Linear Multiple Regression model (VI).mp4

338.27 MB

2. Regression, Prediction and Supervised Learning/6. Linear Multiple Regression model (VI).srt

43.77 KB

2. Regression, Prediction and Supervised Learning/6.1 DiaB.csv

104.96 KB

2. Regression, Prediction and Supervised Learning/6.2 Multiple_Linear_Regression.py

2.21 KB

2. Regression, Prediction and Supervised Learning/7. Linear Multiple Regression model (VII).mp4

233.02 MB

2. Regression, Prediction and Supervised Learning/7. Linear Multiple Regression model (VII).srt

22.98 KB

2. Regression, Prediction and Supervised Learning/7.1 DiaB.csv

94.96 KB

2. Regression, Prediction and Supervised Learning/7.2 Linear_Multiple_Regression_Forward_Selection.py

2.34 KB

2. Regression, Prediction and Supervised Learning/8. Multivariate Polynomial Multiple Regression models (VIII).mp4

99.67 MB

2. Regression, Prediction and Supervised Learning/8. Multivariate Polynomial Multiple Regression models (VIII).srt

10.83 KB

2. Regression, Prediction and Supervised Learning/9. Multivariate Polynomial Multiple Regression models (VIIII).mp4

408.81 MB

2. Regression, Prediction and Supervised Learning/9. Multivariate Polynomial Multiple Regression models (VIIII).srt

45.84 KB

2. Regression, Prediction and Supervised Learning/9.1 DiaB.csv

94.96 KB

2. Regression, Prediction and Supervised Learning/9.2 Mult_poly_regr.py

5.62 KB

3. Classification and Supervised Learning/1. Classification and Supervised Learning, overview.mp4

118.28 MB

3. Classification and Supervised Learning/1. Classification and Supervised Learning, overview.srt

19.57 KB

3. Classification and Supervised Learning/2. Logistic Regression Classifier.mp4

379.64 MB

3. Classification and Supervised Learning/2. Logistic Regression Classifier.srt

42.46 KB

3. Classification and Supervised Learning/2.1 iris.csv

3.34 KB

3. Classification and Supervised Learning/2.2 Logistic_Regression_Classifier.py

4.37 KB

3. Classification and Supervised Learning/3. The Naive Bayes Classifier.mp4

328.28 MB

3. Classification and Supervised Learning/3. The Naive Bayes Classifier.srt

40.43 KB

3. Classification and Supervised Learning/3.1 iris.csv

13.34 KB

3. Classification and Supervised Learning/3.2 Naive_Bayes_Gaussian.py

5.63 KB

3. Classification and Supervised Learning/4. The Decision Tree Classifier.mp4

549.08 MB

3. Classification and Supervised Learning/4. The Decision Tree Classifier.srt

62.92 KB

3. Classification and Supervised Learning/4.1 Decision_Tree_Classification.py

9.47 KB

3. Classification and Supervised Learning/4.2 insurance.csv

59.83 KB

3. Classification and Supervised Learning/5. The Random Forest Classifier.mp4

331.52 MB

3. Classification and Supervised Learning/5. The Random Forest Classifier.srt

37.32 KB

3. Classification and Supervised Learning/5.1 iris.csv

3.34 KB

3. Classification and Supervised Learning/5.2 Random_Forest_Classifier.py

16.64 KB

3. Classification and Supervised Learning/6. The Voting Classifier.mp4

203.93 MB

3. Classification and Supervised Learning/6. The Voting Classifier.srt

20.56 KB

3. Classification and Supervised Learning/6.1 Voting Classifier.py

5.82 KB

4. Cluster Analysis and Unsupervised Learning/1. Cluster Analysis, an overview.mp4

202.21 MB

4. Cluster Analysis and Unsupervised Learning/1. Cluster Analysis, an overview.srt

25.81 KB

4. Cluster Analysis and Unsupervised Learning/2. K-Means Cluster Analysis, and an introduction to auto-updated K-means algorithms.mp4

253.7 MB

4. Cluster Analysis and Unsupervised Learning/2. K-Means Cluster Analysis, and an introduction to auto-updated K-means algorithms.srt

28.18 KB

4. Cluster Analysis and Unsupervised Learning/2.1 K_means_part_1.py

2.67 KB

4. Cluster Analysis and Unsupervised Learning/2.2 K_means_part_2.py

5.55 KB

4. Cluster Analysis and Unsupervised Learning/3. Density-Based Spatial Clustering of Applications with Noise (DBSCAN).mp4

334.38 MB

4. Cluster Analysis and Unsupervised Learning/3. Density-Based Spatial Clustering of Applications with Noise (DBSCAN).srt

38 KB

4. Cluster Analysis and Unsupervised Learning/3.1 DBscan.py

8.12 KB

4. Cluster Analysis and Unsupervised Learning/4. Four Hierarchical Clustering algorithms.mp4

210.64 MB

4. Cluster Analysis and Unsupervised Learning/4. Four Hierarchical Clustering algorithms.srt

22.57 KB

4. Cluster Analysis and Unsupervised Learning/4.1 agglo_clustering.py

5.32 KB

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