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
Oct 17, 2022
Mastering String Transformations in RAPIDS libcudf
Efficient processing of string data is vital for many data science applications. To extract valuable information from string data, RAPIDS libcudf provides...
17 MIN READ
Jan 18, 2022
Accelerating Medical Image Processing with NVIDIA DALI
Deep learning models require vast amounts of data to produce accurate predictions, and this need becomes more acute every day as models grow in size and...
8 MIN READ
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
Jul 29, 2021
Accelerating Billion Vector Similarity Searches with GPUs
Relying on the capabilities of GPUs, a team from Facebook AI Research has developed a faster, more efficient way for AI to run similarity searches. The study,...
3 MIN READ
Jun 11, 2021
Gauss Rank Transformation Is 100x Faster with RAPIDS and CuPy
As explained in the Batch Normalization paper, training neural networks becomes way easier if its input is Gaussian. This is clear. And if your model inputs are...
5 MIN READ
Apr 29, 2021
Accelerating the Wide & Deep Model Workflow from 25 Hours to 10 Minutes Using NVIDIA GPUs
Recommender systems drive engagement on many of the most popular online platforms. As data volume grows exponentially, data scientists increasingly turn from...
14 MIN READ
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
Oct 05, 2020
Announcing the NVIDIA NVTabular Open Beta with Multi-GPU Support and New Data Loaders
Recently, NVIDIA CEO Jensen Huang announced updates to the open beta of NVIDIA Merlin, an end-to-end framework that democratizes the development of large-scale...
12 MIN READ
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