RAPIDS

Apr 10, 2025

Efficiently Scaling Polars GPU Parquet Reader

When working with large datasets, the performance of your data processing tools becomes critical. Polars, an open-source library for data manipulation known for...

4 MIN READ

Apr 03, 2025

Accelerating Apache Parquet Scans on Apache Spark with GPUs

As data sizes have grown in enterprises across industries, Apache Parquet has become a prominent format for storing data. Apache Parquet is a columnar storage...

8 MIN READ

Mar 11, 2025

Efficient ETL with Polars and Apache Spark on NVIDIA Grace CPU

The NVIDIA Grace CPU Superchip delivers outstanding performance and best-in-class energy efficiency for CPU workloads in the data center and in the cloud. The...

7 MIN READ

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Mar 06, 2025

Accelerate Apache Spark ML on NVIDIA GPUs with Zero Code Change

The NVIDIA RAPIDS Accelerator for Apache Spark software plug-in pioneered a zero code change user experience (UX) for GPU-accelerated data processing. It...

5 MIN READ

Mar 04, 2025

GPU-Accelerate Algorithmic Trading Simulations by over 100x with Numba

Quantitative developers need to run back-testing simulations to see how financial algorithms perform from a profit and loss (P&L) standpoint. Statistical...

12 MIN READ

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

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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

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