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It's Your Data, Master It.
Advanced Recommendation Systems with Mahout
Overview
Skills Needed
Take your recommendation system skills to the next level with Mahout. Explore matrix factorization, hybrid methods, and evaluation metrics with Mahout.
Intermediate knowledge of Mahout fundamentals
Familiarity with recommendation systems
Outline
Matrix Factorization Techniques
Singular Value Decomposition (SVD)
Non-negative Matrix Factorization (NMF)
Latent Factor Models
Hybrid Recommendation Methods
Evaluation Metrics for Recommenders
Context-aware Recommendation
Real-time Recommendation Engines
Cross-domain Recommendation
Case Studies in Advanced Recommendation Systems with Mahout
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