pandas

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
Nov 28, 2024

Supercharging Deduplication in pandas Using RAPIDS cuDF

A common operation in data analytics is to drop duplicate rows. Deduplication is critical in Extract, Transform, Load (ETL) workflows, where you might want to...
12 MIN READ
Sep 11, 2024

Scaling Up to One Billion Rows of Data in pandas using RAPIDS cuDF

The One Billion Row Challenge is a fun benchmark to showcase basic data processing operations. It was originally launched as a pure-Java competition, and has...
11 MIN READ
Aug 29, 2024

Just Released: RAPIDS 24.08

RAPIDS 24.08 is now available with significant updates geared towards processing larger workloads and seamless CPU/GPU interoperability.
1 MIN READ
Aug 21, 2024

Build Efficient Recommender Systems with Co-Visitation Matrices and RAPIDS cuDF

Recommender systems play a crucial role in personalizing user experiences across various platforms. These systems are designed to predict and suggest items that...
12 MIN READ
Aug 09, 2024

RAPIDS cuDF Unified Memory Accelerates pandas up to 30x on Large Datasets

NVIDIA has released RAPIDS cuDF unified memory and text data processing features that help data scientists continue to use pandas when working with larger and...
6 MIN READ
May 14, 2024

RAPIDS on Databricks: A Guide to GPU-Accelerated Data Processing

In today's data-driven landscape, maximizing performance and efficiency in data processing and analytics is critical. While many Databricks users are familiar...
10 MIN READ
An illustration for RAPIDS.
May 14, 2024

RAPIDS cuDF Instantly Accelerates pandas up to 50x on Google Colab

At Google I/O'24, Laurence Moroney, head of AI Advocacy at Google, announced that RAPIDS cuDF is now integrated into Google Colab. Developers can now instantly...
3 MIN READ
3 sessions for data scientists to watch from NVIDIA GTC 2024
Apr 29, 2024

Top Data Science Sessions from NVIDIA GTC 2024 Now Available On Demand

At GTC 2024, experts from NVIDIA and our partners shared insights about GPU-accelerated tools, optimizations, and best practices for data scientists. From the...
2 MIN READ
Decorative image of a computer screen against a purple background, with a dial on the side.
Mar 18, 2024

RAPIDS cuDF Accelerates pandas Nearly 150x with Zero Code Changes

At NVIDIA GTC 2024, it was announced that RAPIDS cuDF can now bring GPU acceleration to 9.5M million pandas users without requiring them to change their code....
5 MIN READ
Oct 04, 2023

Analyzing the Security of Machine Learning Research Code

The NVIDIA AI Red Team is focused on scaling secure development practices across the data, science, and AI ecosystems. We participate in open-source security...
12 MIN READ
Fundamentals of Deep Learning workshop promo.
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
An illustration representing the RAPIDS workflow.
Aug 23, 2023

ICYMI: Utilizing GPUs for Machine Learning with RAPIDS

Delve into how TMA Solutions is accelerating original ML and AI workflows with RAPIDS.
1 MIN READ
An illustration with 3 different colored squares labeled GPUs in a row.
Aug 04, 2023

ICYMI: Unlocking the Power of GPU-Accelerated DataFrames in Python

Read this tutorial on how to tap into GPUs by importing cuDF instead of pandas–with only a few code changes.
1 MIN READ
A US map showing different colors representing data visualization.
Jul 17, 2023

New Video: Visualizing Census Data with RAPIDS cuDF and Plotly Dash

Gathering business insights can be a pain, especially when you're dealing with countless data points.  It’s no secret that GPUs can be a time-saver for...
2 MIN READ
Jul 11, 2023

Accelerated Data Analytics: A Guide to Data Visualization with RAPIDS

Visualization brings data to life, unveiling hidden patterns and insights through accessible visuals, and empowering you and your organization to perceive the...
10 MIN READ