AI-Accelerated Product Development
Basic Model Based Collaborative Filtering
Total time needed:
Basic Approaches for Model Based Collaborative Filtering
Potential Use Cases
Recommender Systems, Intrusion and Threat Detection
Who is This For ?
Click on each of the following
to see details.
1. Overview of Decision Trees
Gives an overview of decision trees
2. Decision Trees for Collaborative Filtering from "Recommender Systems The Textbook"
Use of Decision trees for recommendations
3. Apriori Algorithm
Quick overview of Apriori Algorithm
4. Rule based collaborative filtering from "Recommender Systems The Textbook"
Use of Rule-based methods for collaborative filtering
5. Introduction to Probability
Quick intro to probability theory
6. Overview of Naive Bayes by Andrew NG
Naive Bayes Overview
7. Overview of Naive Bayes
Overview of Naive Bayes
8. Naive Bayes Collaborative Filtering from "Recommener Systems The Textbook"
Naive Bayes model for collaborative filtering