Posts by Michał Szołucha
Data Science
Oct 07, 2021
Rapid Data Pre-Processing with NVIDIA DALI
This post is an update to an older post. Deep learning models require training with vast amounts of data to achieve accurate results. Raw data usually cannot be...
13 MIN READ
Data Center / Cloud
Apr 13, 2021
Accelerating Inference with NVIDIA Triton Inference Server and NVIDIA DALI
When you are working on optimizing inference scenarios for the best performance, you may underestimate the effect of data preprocessing. These are the...
10 MIN READ
Data Science
Jun 15, 2020
Loading Data Fast with DALI and the New Hardware JPEG Decoder in NVIDIA A100 GPUs
Today, smartphones, the most popular device for taking pictures, can capture images as large as 4K UHD (3840×2160 image), more than 25 MB of raw data. Even...
7 MIN READ
Data Science
Jul 02, 2019
Case Study: ResNet50 with DALI
Let’s imagine a situation. You buy a brand-new, cutting-edge, Volta-powered DGX-2 server. You’ve done your math right, expecting a 2x performance increase...
11 MIN READ
Data Science
Jan 28, 2019
Fast AI Data Preprocessing with NVIDIA DALI
Editor's Note: This post has been updated. Here is the revised post. Training deep learning models with vast amounts of data is necessary to achieve accurate...
11 MIN READ