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[ DevCourseWeb com ] Udemy - Market Basket Analysis and Linear Discriminant Analysis With R
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1 - Part 1 Association Rules Market Basket Analysis
1 - Section Overview.mp4
2 - How to study this course.mp4
3 - Associations-Rules.pdf
3 - What is Market Basket Analysis MBA Association rules.mp4
4 - Usage of Association Rules.mp4
5 - How does an association rule look like.mp4
6 - Strength of an association rule Support measure.mp4
7 - Strength of an association rule Confidence measure.mp4
8 - Strength of an association rule Lift measure.mp4
9 - Basic Algorithm to derive rules.mp4
2 - Part 1 Association rules demo & quiz
10 - Demo of Basic Algorithm to derive rules BFS and DFS.mp4
11 - Demo Using R on Fruit transaction data.mp4
11 - MBA-08-01-Fruit-Transaction.txt
11 - MBA-08-01-Fruit.csv
11 - MBA-08-01-Fruit.xlsx
12 - Demo Using R on another transaction data.mp4
12 - MBA-08-02-Demo-Transactions.csv
12 - MBA-08-02-Demo-Transactions.xlsx
12 - MBA-08-02-demo-data.txt
13 - MBA-09-01-About-Assignment.pdf
13 - Try your learning assignment.mp4
14 - Assignment solution.mp4
3 - Part 2 Linear Discriminant Analysis LDA
15 - Section Overview English.vtt
15 - Section Overview.mp4
16 - LDA-01-Linear-discriminant-analysis.pdf
16 - Need of a classification model English.vtt
16 - Need of a classification model.mp4
17 - Purpose of Linear Discriminants.mp4
18 - A case for classification.mp4
19 - Formal definition of LDA English.vtt
19 - Formal definition of LDA.mp4
20 - Analytics techniques applicability.mp4
21 - First practical use of LDA LDA for Variable Selection.mp4
22 - Demo of using LDA for Variable Selection.mp4
22 - LDA-08-Fishers-Ratio.txt
22 - LDA-08-Wine-Quality-Data.csv
22 - LDA-08-Wine-Quality-Data.xlsx
4 - Part 2 Second practical usage of LDA LDA for classification
23 - Intuitive Understanding of LDA for classification.mp4
24 - First complexity distance calculation Euclidean distance.mp4
25 - First complexity distance calculation enhanced Mahalanobis distance 01.mp4
26 - First complexity distance calculation enhanced Mahalanobis distance 02.mp4
27 - Second complexity Linear Discriminant Function.mp4
28 - Third complexity Posterior Probability Bays Theorem.mp4
29 - Demo of LDA using R part 01.mp4
29 - LDA-14-Class-Demo.csv
29 - LDA-14-Class-Demo.txt
29 - LDA-14-Class-Demo.xlsx
30 - Demo of LDA using R part 02.mp4
30 - Demo of LDA using R part 02_EV.mp4
31 - LDA vs PCA side by side.mp4
32 - Demo of LDA for more than two classes part 01.mp4
32 - LDA-16-Extending-LDA-for-more-than-two-classes.txt
32 - LDA-16-More-than-two-classes.xlsx
33 - Demo of LDA for more than two classes part 02.mp4
34 - Industrial usage of LDA.mp4
35 - Handling Special Cases biased sample differential misclassification in LDA.mp4
36 - Closing Note.mp4
Bonus Resources.txt
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