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Курс: Advanced Recommender Systems. Чтобы вернуться, нажмите
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Course overview and welcome by the instructor
Welcome by the instructor - module overview
Item-Based CF as Optimization Problem
SLIM
Recap by the instructor
Bayesian Probabilistic Ranking
Conclusions by the instructor
Welcome by the instructor
Matrix Factorization
Funk SVD
SVD++
Recap by the instructor
Asymmetric SVD
Pure SVD
Conclusions by the instructor
Welcome by the instructor
Hybrid Recommender Systems
Linear Combination
List Combination
Pipelining
Recap by the instructor
Merging Models
CF with Side Information
Context-Aware Recommender Systems
Conclusions by the instructor
Welcome by the instructor
Factorization Machines
Recap by the instructor
Explaining FM's Model
Extending the model
Solving the imbalance problem
Conclusions by the instructor