Data Mining | Noureddin Sadawi

Noureddin Sadawi

Noureddin Sadawi

Hello world :). These videos are free for all to use and learn of!. My personal webpage: https://www.softlight.tech/. د نورالدين المهدي السعداوي. الصفحة الشخصية https://www.softlight.tech/

Course Details

Course Lessons

  1. 1 | Overview of Data Mining and Predictive Modelling 00:09:01
  2. 2 | What is Classification? What is a Classifier? 00:06:41
  3. 3 | The ZeroR Classifier .. What it is and How it Works 00:05:36
  4. 4 | The OneR Classifier .. What it is and How it Works 00:06:38
  5. 5 | How Naive Bayes Classifier Works 1/2.. Understanding Naive Bayes and Example 00:11:21
  6. 6 | Naive Bayes Classifier 2/2 .. Naive Bayes and Numerical Attributes 00:05:57
  7. 7 | How Decision Trees Work 1/2 .. an Introduction + What is Entropy 00:12:39
  8. 8 | How Decision Trees Work 2/2 .. An Example 00:08:50
  9. 9 | How Linear Discriminant Analysis (LDA) Classifier Works 1/2 00:09:32
  10. 10 | How Linear Discriminant Analysis (LDA) Classifier Works 2/2 00:07:47
  11. 11 | How K-Nearest Neighbors (kNN) Classifier Works 00:10:08
  12. 12 | Java Implementation of K-Nearest Neighbors (kNN) Classifier 1/2 00:08:47
  13. 13 | Java Implementation of K-Nearest Neighbors (kNN) Classifier 2/2 00:14:47
  14. 14 | Classification with Logistic Regression 1/2 00:12:18
  15. 15 | Classification with Logistic Regression 2/2 00:09:30
  16. 16 | How the Perceptron Algorithm Works 1/2 00:11:43
  17. 17 | How the Perceptron Algorithm Works 2/2 00:08:17
  18. 18 | Java Implementation of the Perceptron Algorithm 00:11:53
  19. 19 | Transfer Functions in the Perceptron and Artificial Neural Networks 00:07:21
  20. 20 | Understanding Multi-Layer Perceptron (MLP) .. How it Works 00:11:28
  21. 21 | Feedforward and Feedback Artificial Neural Networks 00:08:18
  22. 22 | Radial Basis Function Artificial Neural Networks 00:11:28
  23. 23 | How Support Vector Machine (SVM) Works 1/2 00:10:23
  24. 24 | How Support Vector Machine (SVM) Works 2/2 00:09:20
  25. 25 | Nonlinear Support Vector Machine (SVM) .. The Kernel Trick 00:06:23
  26. 26 | Regression with Decision Trees 00:09:37
  27. 27 | Multiple Linear Regression (MLP) 1/2 00:12:13
  28. 28 | Multiple Linear Regression (MLP) 2/2 ... with an example 00:08:06
  29. 29 | Regression with the k-Nearest Neighbor (kNN) Algorithm 00:05:02
  30. 30 | Clustering Algorithms .. What is Clustering? 00:07:52
  31. 31 | Hierarchical Clustering (Agglomerative and Divisive Clustering) 00:07:42
  32. 32 | Partitive Clustering (K-Means Clustering) 00:08:17
  33. 33 | Partitive Clustering .. Self-Organizing Map (SOM) 00:09:36
  34. 34 | An Overview of Association Rules 00:07:47
  35. 35 | The Apriori Algorithm ... How The Apriori Algorithm Works 00:14:32
  36. 36 | Generating Association Rules from Frequent Itemsets 00:07:45
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    02-07-2024