TensorFlow

An illustration of computer monitors showing data science models.
Sep 08, 2023

Workshop: Fundamentals of Deep Learning

Learn key techniques and tools required to train a deep learning model in this virtual hands-on workshop.
1 MIN READ
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
Jun 16, 2022

Accelerating Quantized Networks with the NVIDIA QAT Toolkit for TensorFlow and NVIDIA TensorRT

We’re excited to announce the NVIDIA Quantization-Aware Training (QAT) Toolkit for TensorFlow 2 with the goal of accelerating the quantized networks with...
9 MIN READ
Jun 16, 2022

Just Released: TensorRT 8.4

Today NVIDIA released TensorRT 8.4, which includes new tools to explore TensorRT optimized engines and quantize the TensorFlow models with QAT.
1 MIN READ
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
Feb 28, 2022

Deep Learning Study Could Spark New Dinosaur Discoveries

Applying new technology to studying ancient history, researchers are looking to expand their understanding of dinosaurs with a new AI algorithm. The study,...
4 MIN READ
Feb 17, 2022

Autonomous AI Outraces Gran Turismo World Champs

Gran Turismo (GT) Sport competitors are facing a new, AI-supercharged contender thanks to the latest collaborative effort from Sony AI, Sony Interactive...
5 MIN READ
Jan 26, 2022

New on NGC: Security Reports, Latest Containers for PyTorch, TensorFlow, HPC and More

The NVIDIA NGC catalog is a hub for GPU-optimized deep learning, machine learning, and HPC applications. With highly performant software containers, pretrained...
3 MIN READ
A picture of a finger with a half milimeter metasurface next to a blown-up version of the metasurface showing the optical cylinders spread out in a circular pattern.
Dec 09, 2021

Researchers Create a Camera the Size of a Salt Grain Using Neural Nano-Optics

A team of researchers from Princeton and the University of Washington created a new camera that captures stunning images and measures in at only a...
4 MIN READ
Sep 24, 2021

Accelerating Embedding with the HugeCTR TensorFlow Embedding Plugin

Recommender systems are the economic engine of the Internet. It is hard to imagine any other type of applications with more direct impact in our daily digital...
12 MIN READ
Jul 27, 2021

Using the NVIDIA CUDA Stream-Ordered Memory Allocator, Part 2

In part 1 of this series, we introduced new API functions, cudaMallocAsync and cudaFreeAsync, that enable memory allocation and deallocation to be...
9 MIN READ
Jul 27, 2021

Using the NVIDIA CUDA Stream-Ordered Memory Allocator, Part 1

Most CUDA developers are familiar with the cudaMalloc and cudaFree API functions to allocate GPU accessible memory. However, there has long been an obstacle...
14 MIN READ
Jul 20, 2021

Speeding Up Deep Learning Inference Using TensorFlow, ONNX, and NVIDIA TensorRT

This post was updated July 20, 2021 to reflect NVIDIA TensorRT 8.0 updates. In this post, you learn how to deploy TensorFlow trained deep learning models using...
15 MIN READ
Diagram of neuroprosthesis device
Jul 19, 2021

Transforming Brain Waves into Words with AI

New research out of the University of California, San Francisco has given a paralyzed man the ability to communicate by translating his brain signals into...
3 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
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