Abhay Shuklaabhayshukla.com·Dec 3, 2024Interpretable Attribute-based Action-aware Bandits for Within-Session Personalization in E-commerceAuthors propose Online Personalized Attribute-based Re-ranker (OPAR), a light-weight, within-session personalization approach using multi-arm bandits (MAB). Each arm of the MAB represents an attribute. As users interact with products, the bandit lear...recommender-systems
Mohammed Jodadevforgood.hashnode.dev·Nov 14, 2024Testing Recommender Systems: A Deep Dive with SurpriseRecommender systems have become an integral part of our digital lives, from suggesting products on e-commerce platforms to recommending movies on streaming services. To ensure the effectiveness of these systems, rigorous testing is essential. In this...AI
Juan Carlos Olamendyjuancolamendy.hashnode.dev·Oct 29, 2024Testing Recommendation Models in Production: A Deep Dive into Interleaving ExperimentsImagine losing $2.5 million in revenue because your newly deployed recommendation model, which performed brilliantly in testing, suddenly fails to engage real users. This nightmare scenario haunts e-commerce giants and streaming platforms alike. Whil...Machine Learning
Parasai-powered-personal-assistants.hashnode.dev·Oct 29, 2024How Concept Learning Powers Recommendation Systems?Introduction Recommendation systems have become an integral part of online platforms, guiding users to the products, services, or content they might enjoy based on their preferences and interactions. Whether it's Netflix suggesting a movie, Amazon re...recommender-systems
Juan Carlos Olamendyjuancolamendy.hashnode.dev·Oct 14, 2024Interleaving Experiments: Revolutionizing Recommender System EvaluationImagine you're scrolling through your favorite streaming service, desperately seeking that perfect movie for your Friday night. Frustrating, isn't it? Now picture a world where your streaming app knows you better than your best friend, serving up the...Machine Learning
Pranjal Chaubeypranjal28.hashnode.dev·Oct 11, 2024Building a Time-Based Movie Recommendation System with BERT4RecMovie recommendation systems have become an essential part of everyday digital experiences. From helping us find our next favorite Netflix binge to discovering hidden gems on YouTube, recommendation algorithms play a pivotal role. Today, we're diving...50 readsBERT
Shibam Dharshibamd.hashnode.dev·Sep 20, 2024Enhancing Recommendations with Vector Search: Integrating DronaHQ and MyScaleDBPersonalized and accurate recommendations are essential for enhancing user experiences and good UX is the key to winning. By combining the power of MyScaleDB’s vector search with DronaHQ’s low-code platform, we created a smart restaurant finder that ...10 likesvector database
Freda Victorlearndataengineering.hashnode.dev·Sep 19, 2024Building a Recommender System on AWS: Batch and Streaming PipelinesIntroduction Recommender systems have become essential to e-commerce, helping customers find products they’re interested in, ultimately improving the customer experience and driving sales. In this blog, we’ll guide you through implementing your recom...AWS
Pranjal Chaubeypranjal28.hashnode.dev·Aug 27, 2024Enhancing Recommendations with Neural Collaborative FilteringIntroduction to Recommender Systems Ever wondered how Netflix always seems to know you better than your own friends? Or how Amazon recommends that one weird gadget you didn’t know you needed? Welcome to the world of recommender systems, the tech equi...54 readsrecommender-systems
Rahul Boneyrahulboney.hashnode.dev·Aug 21, 2024Building a Simple Music Recommendation App with React, Node.js, and PythonIn this article, I'll walk you through building a basic music recommendation app. This app allows users to select a genre and receive song recommendations based on their choice. The project leverages multiple technologies: React.js for the frontend, ...Machine Learning
