Krzysztof Łęcki

Krzysztof Łęcki is a senior software developer engineer at NVIDIA working on DALI. His previous work consists of writing highly optimized data processing code for GPU and SIMD architectures, focusing on computer vision and image processing applications.
Avatar photo

Posts by Krzysztof Łęcki

Computer Vision / Video Analytics

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

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

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

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