recommender-system

计算广告/推荐系统/机器学习(Machine Learning)/点击率(CTR)/转化率(CVR)预估/点击率预估

Neural Collaborative Filtering

Minimal reproduction of OneRec

Transformers4Rec is a flexible and efficient library for sequential and session-based recommendation and works with PyTorch.

[Pytorch] Generative retrieval model using semantic IDs from "Recommender Systems with Generative Retrieval"

A Toolbox for MultiModal Recommendation. Integrating 10+ Models...

A curated list of awesome resources about multimodal recommender systems.

A Comprehensive Framework for Building End-to-End Recommendation Systems with State-of-the-Art Models

Paper List of Pre-trained Foundation Recommender Models

[ECIR'24] Implementation of "Large Language Models are Zero-Shot Rankers for Recommender Systems"

Radient turns many data types (not just text) into vectors for similarity search, RAG, regression analysis, and more.

KDD Cup 2020 Challenges for Modern E-Commerce Platform: Multimodalities Recall first place

Updating curated list of research advancements on item identification and item tokenization in generative recommender systems. The survey is titled "A Survey of Item Identifiers in Generative Recommendation: Construction, Alignment, and Generation"

Three examples of recommendation system pipelines with NVIDIA Merlin and Redis

⚡️ Implementation of TRON: Transformer Recommender using Optimized Negative-sampling, accepted at ACM RecSys 2023.

Build Recommender System with PyTorch + Redis + Elasticsearch + Feast + Triton + Flask. Vector Recall, DeepFM Ranking and Web Application.

TypeScript example: build a content-based article recommender using Pinecone similarity search.

🤹 MultiTRON: Pareto Front Approximation for Multi-Objective Session-Based Recommender Systems, accepted at ACM RecSys 2024.

Embedded-first vector database that grows into a self-hosted service and lightweight cluster.

A perfume recommendation system