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Deep Neural Networks for YouTube Recommendations

xxxx published on 2026-03-28 included in Machine-Learning Recommendation-Systems
Two-stage retrieval + ranking architecture, dynamic user embeddings, watch-time optimization, and the elegance of softmax-to-ANN inference
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 Neural-Networks, Deep-Learning, Embeddings, Ranking, Collaborative-Filtering

Multi-gate Mixture of Experts (MMoE): Multi-Task Learning

xxxx published on 2026-04-22 included in Machine-Learning Multi-Task-Learning
Multi-task learning through specialized expert networks and task-specific gating
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 Mmoe, Mixture-of-Experts, Multi-Task

Deep & Cross Network (DCN): Explicit Feature Crossing

xxxx published on 2026-04-22 included in Machine-Learning Recommendation-Systems
Explicit feature crossing and deep learning for improved recommendations
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 Dcn, Feature-Crossing, Recommendations

Deep Interest Network (DIN): Attention for Recommendations

xxxx published on 2026-04-22 included in Machine-Learning Recommendation-Systems
Attention-based recommendation models and dynamic user interest representation
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 Din, Attention, Recommendations

Transformer Architecture: Attention Mechanisms and Design

xxxx published on 2026-04-22 included in Machine-Learning Deep-Learning
Exploring attention mechanisms, self-attention, and Transformer models
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 Transformer, Attention, Nlp

DNN Foundations: Regularization, Dropout, and Overfitting Prevention

xxxx published on 2026-07-05 included in Machine-Learning Deep-Learning
Core DNN concepts including regularization, dropout, and overfitting prevention
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 Dnn, Regularization, Dropout, Overfitting
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