Posts by Krzysztof Łęcki
Computer Vision / Video Analytics
May 05, 2023
Why Automatic Augmentation Matters
Deep learning models require hundreds of gigabytes of data to generalize well on unseen samples. Data augmentation helps by increasing the variability of...
13 MIN READ
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
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