Recommenders / Personalization

Apr 12, 2024

Explainer: What Is a Convolutional Neural Network?

A convolutional neural network is a type of deep learning network used primarily to identify and classify images and to recognize objects within images.

1 MIN READ

PyG and Accelerated with NVIDIA logos on a white background.

Jan 17, 2024

Release: PyTorch Geometric Container for GNNs on NGC

The NVIDIA PyG container, now generally available, packages PyTorch Geometric with accelerations for GNN models, dataloading, and pre-processing using...

1 MIN READ

Image is the DGL and PyG logos with the words Accelerated by NVIDIA.

Dec 08, 2023

Available Now: NVIDIA AI Accelerated DGL and PyG Containers for GNNs

From credit card transactions, social networks, and recommendation systems to transportation networks and protein-protein interactions in biology, graphs are...

9 MIN READ

Nov 28, 2023

One Giant Superchip for LLMs, Recommenders, and GNNs: Introducing NVIDIA GH200 NVL32

At AWS re:Invent 2023, AWS and NVIDIA announced that AWS will be the first cloud provider to offer NVIDIA GH200 Grace Hopper Superchips interconnected with...

9 MIN READ

Nov 09, 2023

Accelerating Neurosymbolic AI with RAPIDS and Prometheux Vadalog Parallel

As the scale of available data continues to grow, so does the need for scalable and intelligent data processing systems to swiftly harness useful knowledge....

11 MIN READ

Oct 17, 2023

Unlock Faster Image Generation in Stable Diffusion Web UI with NVIDIA TensorRT

Stable Diffusion is an open-source generative AI image-based model that enables users to generate images with simple text descriptions. Gaining traction among...

4 MIN READ

Oct 13, 2023

Supercharge Graph Analytics at Scale with GPU-CPU Fusion for 100x Performance

Graphs form the foundation of many modern data and analytics capabilities to find relationships between people, places, things, events, and locations across...

11 MIN READ

Oct 02, 2023

Accelerated Vector Search: Approximating with RAPIDS RAFT IVF-Flat

Performing an exhaustive exact k-nearest neighbor (kNN) search, also known as brute-force search, is expensive, and it doesn’t scale particularly well to...

15 MIN READ

An illustration showing different scenes with recommender systems in action.

Sep 12, 2023

Event: RecSys at Work: Best Practices and Insights

On Sept. 27, join us to learn recommender systems best practices for building, training, and deploying at any scale.

1 MIN READ

Sep 11, 2023

Accelerating Vector Search: Fine-Tuning GPU Index Algorithms

In this post, we dive deeper into each of the GPU-accelerated indexes mentioned in part 1 and give a brief explanation of how the algorithms work, along with a...

12 MIN READ

Sep 11, 2023

Accelerating Vector Search: Using GPU-Powered Indexes with RAPIDS RAFT

In the AI landscape of 2023, vector search is one of the hottest topics due to its applications in large language models (LLM) and generative AI. Semantic...

11 MIN READ

Sep 09, 2023

NVIDIA TensorRT-LLM Supercharges Large Language Model Inference on NVIDIA H100 GPUs

Large language models (LLMs) offer incredible new capabilities, expanding the frontier of what is possible with AI. However, their large size and unique...

9 MIN READ

Illustration of a person in a living room on a sofa watching TV.

Sep 07, 2023

Ask Me Anything: Winning Formula for the Best Multilingual Recommender Systems

On Sept. 13, connect with the winning multilingual recommender systems Kaggle Grandmaster team of KDD’23.

1 MIN READ

A view of the back of a man sitting at a desk and working on his laptop.

Aug 18, 2023

Take a Free NVIDIA Technical Training Course

Join the free NVIDIA Developer Program and enroll in a course from the NVIDIA Deep Learning Institute.

1 MIN READ

Aug 10, 2023

Pro Tips for Building Multilingual Recommender Systems

Picture this: You're browsing through an online store, looking for the perfect pair of running shoes. But with thousands of options available, where do you even...

12 MIN READ

Jul 03, 2023

Structured Sparsity in the NVIDIA Ampere Architecture and Applications in Search Engines

Deep learning is achieving significant success in various fields and areas, as it has revolutionized the way we analyze, understand, and manipulate data. There...

13 MIN READ