pandas

Decorative image of a computer screen against a purple background, with a dial on the side.
Nov 08, 2023

RAPIDS cuDF Accelerates pandas Nearly 150x with Zero Code Changes

NVIDIA announced that RAPIDS cuDF can now bring GPU acceleration to 9.5M million pandas users without requiring them to change their code. [stextbox...
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
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
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
Stock board
May 19, 2023

Limit Order Book Dataset Generation for Accelerated Short-Term Price Prediction with RAPIDS

In the high-frequency trading world, thousands of market participants interact daily. In fact, high-frequency trading accounts for more than half of the US...
9 MIN READ
Mar 14, 2023

Accelerated Data Analytics: Speed Up Data Exploration with RAPIDS cuDF

This post is part of a series on accelerated data analytics. Digital advancements in climate modeling, healthcare, finance, and retail are generating...
11 MIN READ
Abstract bar graph
Mar 14, 2023

Accelerated Data Analytics: Faster Time Series Analysis with RAPIDS cuDF

This post is part of a series on accelerated data analytics. Because it is generally constrained to a single core, a standard exploratory data analysis (EDA)...
9 MIN READ
Aug 30, 2022

Accelerating ETL on KubeFlow with RAPIDS

In the machine learning and MLOps world, GPUs are widely used to speed up model training and inference, but what about the other stages of the workflow like ETL...
13 MIN READ
May 27, 2022

Prototyping Faster with the Newest UDF Enhancements in the NVIDIA cuDF API

Over the past few releases, the NVIDIA cuDF team has added several new features to user-defined functions (UDFs) that can streamline the development process...
8 MIN READ
Mar 11, 2021

Python Pandas Tutorial: A Beginner's Guide to GPU Accelerated DataFrames for Pandas Users

This series on the RAPIDS ecosystem explores the various aspects that enable you to solve extract, transform, load (ETL) problems, build machine learning (ML)...
8 MIN READ
Mar 03, 2021

Pandas DataFrame Tutorial - Beginner's Guide to GPU Accelerated DataFrames in Python

This post is the first installment of the series of introductions to the RAPIDS ecosystem. The series explores and discusses various aspects of RAPIDS that...
7 MIN READ