DataFrame
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
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
Mar 14, 2023
Accelerated Data Analytics: Faster Time Series Analysis with RAPIDS cuDF
This post is part of a series on accelerated data analytics. Update: The below blog describes how to use GPU-only RAPIDS cuDF, which...
9 MIN READ
May 27, 2022
Boosting Data Ingest Throughput with GPUDirect Storage and RAPIDS cuDF
If you work in data analytics, you know that data ingest is often the bottleneck of data preprocessing workflows. Getting data from storage and decoding it can...
14 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
Feb 17, 2022
Three Approaches to Encoding Time Information as Features for ML Models
Imagine you have just started a new data science project. The goal is to build a model predicting Y, the target variable. You have already received some data...
15 MIN READ
Mar 18, 2021
Dask Tutorial - Beginner's Guide to Distributed Computing with GPUs in Python
This is the third installment of the series of introductions to the RAPIDS ecosystem. The series explores and discusses various aspects of RAPIDS that allow its...
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)...
9 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...
8 MIN READ