Federated-Recommendation-Neural-Collaborative-Filtering
LargeBatchCTR
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Federated-Recommendation-Neural-Collaborative-Filtering | LargeBatchCTR | |
---|---|---|
2 | 1 | |
25 | 151 | |
- | 0.0% | |
3.9 | 1.8 | |
about 1 year ago | about 1 year ago | |
Python | Python | |
MIT License | Apache License 2.0 |
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Federated-Recommendation-Neural-Collaborative-Filtering
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Federated-Recommendation-Neural-Collaborative-Filtering
AmanPriyanshu/Federated-Recommendation-Neural-Collaborative-Filtering (github.com)
- Made a Federated Learning (Distributed) Setting for Recommendation Systems
LargeBatchCTR
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A New AI Research Proposes an Effective Optimization Method of Adaptive Column-Wise Clipping (CowClip) that Reduces CTR Prediction Model Training Time from 12 Hours to 10 Minutes on 1 GPU
Quick Read: https://www.marktechpost.com/2023/02/11/a-new-ai-research-proposes-an-effective-optimization-method-of-adaptive-column-wise-clipping-cowclip-that-reduces-ctr-prediction-model-training-time-from-12-hours-to-10-minutes-on-1-gpu/ Paper: https://arxiv.org/pdf/2204.06240.pdf Github: https://github.com/bytedance/largebatchctr
What are some alternatives?
torchrec - Pytorch domain library for recommendation systems
NVTabular - NVTabular is a feature engineering and preprocessing library for tabular data designed to quickly and easily manipulate terabyte scale datasets used to train deep learning based recommender systems.
LT-OCF - LT-OCF: Learnable-Time ODE-based Collaborative Filtering, CIKM'21
recommenders - Best Practices on Recommendation Systems
federeco - implementation of federated neural collaborative filtering algorithm
pyaes - Pure-Python implementation of AES block-cipher and common modes of operation.
disco - Recommendations for Ruby and Rails using collaborative filtering
openrec - OpenRec is an open-source and modular library for neural network-inspired recommendation algorithms
RecBole - A unified, comprehensive and efficient recommendation library
TIMDB - The Indian Movie Database - supports content-based and collaborative filtering techniques