Posts by Tomasz Grel
Data Science
Aug 31, 2022
Fast, Terabyte-Scale Recommender Training Made Easy with NVIDIA Merlin Distributed-Embeddings
Embeddings play a key role in deep learning recommender models. They are used to map encoded categorical inputs in data to numerical values that can be...
8 MIN READ
Data Science
Apr 05, 2022
Training a Recommender System on DGX A100 with 100B+ Parameters in TensorFlow 2
Deep learning recommender systems often use large embedding tables. It can be difficult to fit them in GPU memory. This post shows you how to use a combination...
13 MIN READ
Data Science
Oct 05, 2020
Accelerating Recommender Systems Training with NVIDIA Merlin Open Beta
NVIDIA Merlin is an open beta application framework and ecosystem that enables the end-to-end development of recommender systems, from data preprocessing to...
9 MIN READ
Data Science
Jun 18, 2020
Optimizing the Deep Learning Recommendation Model on NVIDIA GPUs
Recommender systems help people find what they’re looking for among an exponentially growing number of options. They are a critical component for driving user...
16 MIN READ