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Learning to Collide: Recommendation System Model Compression with Learned Hash Functions


Mar 28, 2022
Benjamin Ghaemmaghami , Mustafa Ozdal , Rakesh Komuravelli , Dmitriy Korchev , Dheevatsa Mudigere , Krishnakumar Nair , Maxim Naumov


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Understanding and Co-designing the Data Ingestion Pipeline for Industry-Scale RecSys Training


Aug 20, 2021
Mark Zhao , Niket Agarwal , Aarti Basant , Bugra Gedik , Satadru Pan , Mustafa Ozdal , Rakesh Komuravelli , Jerry Pan , Tianshu Bao , Haowei Lu , Sundaram Narayanan , Jack Langman , Kevin Wilfong , Harsha Rastogi , Carole-Jean Wu , Christos Kozyrakis , Parik Pol


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High-performance, Distributed Training of Large-scale Deep Learning Recommendation Models


Apr 15, 2021
Dheevatsa Mudigere , Yuchen Hao , Jianyu Huang , Andrew Tulloch , Srinivas Sridharan , Xing Liu , Mustafa Ozdal , Jade Nie , Jongsoo Park , Liang Luo , Jie Amy Yang , Leon Gao , Dmytro Ivchenko , Aarti Basant , Yuxi Hu , Jiyan Yang , Ehsan K. Ardestani , Xiaodong Wang , Rakesh Komuravelli , Ching-Hsiang Chu , Serhat Yilmaz , Huayu Li , Jiyuan Qian , Zhuobo Feng , Yinbin Ma , Junjie Yang , Ellie Wen , Hong Li , Lin Yang , Chonglin Sun , Whitney Zhao , Dimitry Melts , Krishna Dhulipala , KR Kishore , Tyler Graf , Assaf Eisenman , Kiran Kumar Matam , Adi Gangidi , Guoqiang Jerry Chen , Manoj Krishnan , Avinash Nayak , Krishnakumar Nair , Bharath Muthiah , Mahmoud khorashadi , Pallab Bhattacharya , Petr Lapukhov , Maxim Naumov , Lin Qiao , Mikhail Smelyanskiy , Bill Jia , Vijay Rao


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