Abhay Shuklaabhayshukla.com·Jun 12, 2024ReLoop: A Self-Correction Continual Learning Loop for Recommender SystemsIntroduction Models deployed to production often undergo re-training to learn from new user behaviors and improve the predictions. This training loop is demonstrated in the figure below, Training data is collected from user's implicit feedback such...Discussrecsys
Masoud MarandiforVector Database Cloud - Blogblog.vectordbcloud.com·Jun 7, 2024What is a Vector Database?Introduction In the world of data storage and retrieval, databases play a crucial role in organising and managing information. Over the years, different types of databases have emerged to cater to specific needs and requirements. Traditional database...Discussvector database
Abhay Shuklaabhayshukla.com·Jun 2, 2024AITM: Modeling the Sequential Dependence among Audience Multi-step Conversions with Multi-task Learning in Targeted Display AdvertisingIn this post I summarise the ideas in the paper "Modeling the Sequential Dependence among Audience Multi-step Conversions with Multi-task Learning in Targeted Display Advertising". You can find the full paper here. Recap In the previous post, we disc...DiscussEntire Space Multi-task Modelsrecsys
Souvik Mukherjeesouvik150.com·May 30, 2024Navigating Connections: A Beginner's Guide to Graph Databases with Neo4jIn today's data-driven world, managing and analyzing complex relationships efficiently is crucial. Traditional relational databases often struggle with handling connected data effectively. This is where graph databases shine, offering a more intuitiv...Discuss·27 readsNeo4j
Abhay Shuklaabhayshukla.com·May 23, 2024ESM2: Entire Space Multi-Task Modeling via Post-Click Behavior Decomposition for Conversion Rate PredictionIn this post I summarise the ideas in the paper "Entire Space Multi-Task Modeling via Post-Click Behavior Decomposition for Conversion Rate Prediction". You can find the paper here. Recap A quick recap of the previous paper discussed in the previous ...Discuss·35 readsEntire Space Multi-task Modelsrecsys
Abhay Shuklaabhayshukla.com·May 6, 2024An Introduction to Entire Space Multi-Task ModelingIn this post, I will use ESMM et al. to describe ESMM and subsequent research along this line of work. I will only motivate/introduce the need for ESMM et al. in the post below. ESMM et al. aims at addressing the issues with modeling conversion (CVR)...DiscussEntire Space Multi-task Modelsrecsys
Holomorphic Guyholomorphicguy.hashnode.dev·Nov 30, 2023Choosing the Best Evaluation Metric for Your Basic Content-Based Filtering Recommendation SystemThe use of a combination of Euclidean distance and cosine similarity in recommendation systems offers distinct advantages and enhanced performance due to their unique characteristics in analyzing data. Euclidean Distance: Magnitude-based Similarity:...Discussrecommendations
DataChefforDataChef's Blogblog.datachef.co·Jan 5, 2022Stopping the nightmares of building a recommender systemAs a data science developer, I have seen several unsuccessful recommender system projects through my career. To be honest, developing a recommender system from scratch is not a simple project. Fortunately, all these failed projects show similar situa...Discuss·35 readsAWS
