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Apriori Algorithm | Association Rule Mining | Finding Frequent Itemset | 2023 | Simplilearn
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The Apriori algorithm is a popular machine-learning technique used for building recommendation systems. This video will make you understand what recommender systems are and how to wind the Finding Frequent Itemset. You will also learn about collaborative filtering and association rule mining. Finally, you will get an idea of how the apriori algorithm is used to give movie recommendations.
1. Learning Objective - 00:14
2. Introduction to Apriori Algorithm- 00:27
3. Purposes of Recommender Systems - 02:44
4. Paradigms of Recommender Systems - 03:30
5. Collaborative Filtering Part a - 06:16
6. Collaborative Filtering: Part B - 08:30
7. Association Rule Mining - 10:29
8. Association Rule Mining: Market basket analysis - 12:16
9. Association Rule Generation: Apriori Algorithm - 13:59
10. Apriori Algorithm Example: Part A - 14:52
11. Apriori Algorithm Example: Part B - 17:04
12. Apriori Algorithm : Rule Selection - 18:22
13 Demo: User-movie recommendation model - 21:15
14. Key Takeaways - 25:35
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