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Recommendation System - Coggle Diagram
Recommendation System
Process
Data Collection
User Profiling
Item Representation
Recommendation Algorithms
Similarity or Recommendation Genearation
Evaluation and Feedback
Integration and Deployment
Continuous Learning and Adaptation
Recommendation Algorithm
Content-Based Filtering
Collaborative Filtering
Matrix Factorization
Association Rule Mining
Hybrid Approaches
Deep Learning Models
Rank based System
Type of
Unsupervised
Clustering
DR Techique
Non ML
Rank Based Pick Metrics and show top 10
Ex: Netflix: Shows top 10 - nothing to learn or optimize
Collaborative Filtering May be Non-ML
User/User
Item/Item
statistical measures
Supervised
Classification