Puneet Mangla

Table of Contents Spotify Music Recommendation Systems Discover Weekly via Matrix Factorization How Discover Weekly Works? Matrix Factorization Alternating Least Squares RNNs for Music Discovery Playlist Recommendation Using Reinforcement Learning Overview World Model Design Action Head DQN Approach Summary Citation…

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…

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…

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…

Table of Contents Netflix Movies and Series Recommendation Systems Overview of Netflix Recommendations Data Sources Objectives of Netflix Recommendations Diversity Awareness Freshness Ranking Personalized Home Page Rule- and Ranking-Based Approaches Machine Learning for Page Generation Page-Level Metrics Artwork Personalization Contextual…

Table of Contents Fundamentals of Recommendation Systems Recommendation Engines and Their Types What Are Recommendation Engines? Content-Based Recommendations Collaborative Recommendations Hybrid Recommendations Evaluating Recommendation Systems Root Mean Square Error Precision@K Recall@K Mean Reciprocal Rank Recommendation Techniques Text Mining K-Nearest Neighbor…

Table of Contents What’s Behind PyTorch 2.0? TorchDynamo and TorchInductor (primarily for developers) Technology Behind PyTorch 2.0 TorchDynamo TorchInductor AOT Autograd PrimTorch Configuring Your Development Environment Installation Verification Need Help Configuring Your Development Environment? Project Structure Accelerating DNNs Using TorchDynamo…

Table of Contents What’s New in PyTorch 2.0? torch.compile Configuring Your Development Environment Installation Verification Overview of PyTorch 2.0 What’s New in PyTorch 2.0? torch.compile torch.compile Definition Accelerating DNNs with PyTorch 2.0 Project Structure Accelerating Convolutional Neural Networks Parsing Command…

Table of Contents Computer Vision and Deep Learning for Education Benefits Smart Content Task Automation Closing Skill Gap Applications Student Learning and Welfare Personalized Learning Social, Emotional Growth, and Well-Being Acquiring 21st-Century Skills Educators Parent Engagement School and Institution Management…