Shijie Liu – NVIDIA Technical Blog News and tutorials for developers, data scientists, and IT admins 2024-12-05T01:24:55Z http://www.open-lab.net/blog/feed/ Shijie Liu <![CDATA[Boost Large-Scale Recommendation System Training Embedding Using EMBark]]> http://www.open-lab.net/blog/?p=92378 2024-12-05T01:24:55Z 2024-11-20T17:09:08Z Recommendation systems are core to the Internet industry, and efficiently training them is a key issue for various companies. Most recommendation systems are...]]>

Recommendation systems are core to the Internet industry, and efficiently training them is a key issue for various companies. Most recommendation systems are deep learning recommendation models (DLRMs), containing billions or even tens of billions of ID features. Figure 1 shows a typical structure. In recent years, GPU solutions such as NVIDIA Merlin HugeCTR and TorchRec have…

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