RAPIDS

Feb 27, 2025

High-Performance Remote IO With NVIDIA KvikIO

Workloads processing large amounts of data, especially those running on the cloud, will often use an object storage service (S3, Google Cloud Storage, Azure...
9 MIN READ
A diagram of how JSON data is processed.
Feb 20, 2025

JSON Lines Reading with pandas 100x Faster Using NVIDIA cuDF

JSON is a widely adopted format for text-based information working interoperably between systems, most commonly in web applications and large language models...
10 MIN READ
Feb 13, 2025

Using NetworkX, Jaccard Similarity, and cuGraph to Predict Your Next Favorite Movie

As the amount of data available to everyone in the world increases, the ability for a consumer to make informed decisions becomes increasingly difficult....
9 MIN READ
Feb 06, 2025

Get Started with GPU Acceleration for Data Science

In data science, operational efficiency is key to handling increasingly complex and large datasets. GPU acceleration has become essential for modern workflows,...
8 MIN READ
Feb 05, 2025

Featured Researcher and Educator Sessions at NVIDIA GTC 2025

Explore the latest advancements in academia, including advanced research, innovative teaching methods, and the future of learning and technology.
1 MIN READ
Decorative image of a computer monitor with icons floating around it.
Jan 30, 2025

Mastering the cudf.pandas Profiler for GPU Acceleration

In the world of Python data science, pandas has long reigned as the go-to library for intuitive data manipulation and analysis. However, as data volumes grow,...
6 MIN READ
A diagram of how JSON data is processed.
Jan 29, 2025

Accelerating JSON Processing on Apache Spark with GPUs

JSON is a popular format for text-based data that allows for interoperability between systems in web applications as well as data management. The format has...
9 MIN READ
Jan 16, 2025

Accelerating Time Series Forecasting with RAPIDS cuML

Time series forecasting is a powerful data science technique used to predict future values based on data points from the past Open source Python libraries like...
4 MIN READ
Jan 13, 2025

Upcoming Webinar: Inside the RAPIDS-Accelerated Polars GPU Engine

In the webinar on January 28th, you'll get an inside look of the new GPU engine to learn how Polars' declarative API and query optimizer enable seamless GPU...
1 MIN READ
Dec 20, 2024

Accelerating GPU Analytics Using RAPIDS and Ray

RAPIDS is a suite of open-source GPU-accelerated data science and AI libraries that are well supported for scale-out with distributed engines like Spark and...
4 MIN READ
Dec 20, 2024

NVIDIA Hackathon Winners Share Strategies for RAPIDS-Accelerated ML Workflows

Approximately 220 teams gathered at the Open Data Science Conference (ODSC) West this year to compete in the NVIDIA hackathon, a 24-hour machine learning (ML)...
8 MIN READ
Dec 19, 2024

Enhance Your Training Data with New NVIDIA NeMo Curator Classifier Models

Classifier models are specialized in categorizing data into predefined groups or classes, playing a crucial role in optimizing data processing pipelines for...
11 MIN READ
Dec 19, 2024

RAPIDS 24.12 Introduces cuDF on PyPI, CUDA Unified Memory for Polars, and Faster GNNs

RAPIDS 24.12 introduces cuDF packages to PyPI, speeds up groupby aggregations and reading files from AWS S3, enables larger-than-GPU memory queries in the...
8 MIN READ
NVIDIA Data Science Teaching Kit
Dec 12, 2024

NVIDIA Deep Learning Institute Releases New Data Science Teaching Kit for Educators

As data grows in volume, velocity, and complexity, the data science field is booming.  There’s an ever-increasing demand for talent and skill sets to...
3 MIN READ
Dec 12, 2024

Harnessing GPU Acceleration for Multi-Label Classification with RAPIDS cuML

Modern classification workflows often require classifying individual records and data points into multiple categories instead of just assigning a single label....
4 MIN READ
Dec 05, 2024

Unified Virtual Memory Supercharges pandas with RAPIDS cuDF

cuDF-pandas, introduced in a previous post, is a GPU-accelerated library that accelerates pandas to deliver significant performance improvements—up to 50x...
5 MIN READ