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YouTube Video Recommendation Systems

25 9 月, 2023 Puneet Mangla 0

Table of Contents YouTube Video Recommendation Systems Overview Candidate Generation Network Architecture and Feature Representation Training Ranking Network Feature Selection Architecture Toward Multi-Task Ranking System Multi-Task Learning Multi-Gate Mixture of Experts Learning Selection Bias Summary Citation Information YouTube Video Recommendation…

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Amazon Product Recommendation Systems

14 8 月, 2023 Puneet Mangla 0

Table of Contents Amazon Product Recommendation Systems Related-Product Recommendations Product Graph Product Relationships Selection Bias and Cold Start Graph Construction Product Embedding Generation: Forward Pass Algorithm Related-Product Recommendation Loss Function and Training Repeat Purchase Recommendations Repeat Customer Probability Model Aggregate…

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LinkedIn Jobs Recommendation Systems

7 8 月, 2023 Puneet Mangla 0

Table of Contents LinkedIn Jobs Recommendation Systems Feed Recommendations LinkedIn Feed First Pass Rankers Second Pass Ranker Evaluation Feature Representation Recruiter Search Recommendations LinkedIn Talent Search and Recommendations Unsupervised Approach LinkedIn’s Economic Graph First-Order Embeddings Second-Order Embeddings Computing Relevance Supervised…

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