HorizonforHorizon Bloghorizontech.hashnode.dev·Jan 18, 2025Recomendações Personalizadas: O Segredo por Trás do YouTube e NetflixA personalização é uma das principais razões pelas quais plataformas como YouTube e Netflix conseguem manter uma base de usuários engajada e fidelizada. O que esses serviços têm em comum? Eles utilizam sofisticados sistemas de recomendação para entre...AI
David Adenusidavidmide02.hashnode.dev·Jan 14, 2025Building a Movie Recommendation Model Using a Content-Based ApproachIn this article, we’ll explore the process of building a content-based movie recommendation system. Recommendation systems are crucial in today’s digital world, enhancing user experience on platforms like Netflix, Amazon Prime, and YouTube by suggest...Machine Learning
Akshay Ajay Kalekarak03.hashnode.dev·Jan 5, 2025Designing a Recommendation System for Instagram Friend SuggestionsImagine this: You open Instagram, scroll through your feed, and notice a small box suggesting people you might want to follow. Ever wondered how Instagram knows who to suggest? Well, behind the scenes, there’s an intricate web of data, algorithms, an...instagram
Bidit Sadhukhanbiditsadhukhan.hashnode.dev·Dec 26, 2024Spotify's AI DJ: Unlocking Hidden Gems with Personalized Music StoriesForget generic playlists. Spotify is revolutionizing how we discover music with its AI-powered recommendation explanations. Imagine this: instead of just a list of songs, you get a glimpse into the story behind each recommendation. "Craving some heav...10 likes·40 readsSpotify
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...52 readsBERT
