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RAPIDS AI
RAPIDS is a suite of software libraries for executing end-to-end data science & analytics pipelines entirely on GPUs.
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DataFrames
Machine Learning
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RAPIDS 24.08: Better scalability, performance, and CPU/GPU interoperability
RAPIDS 24.08: Better scalability, performance, and CPU/GPU interoperability
RAPIDS 24.08 is now available with significant updates geared towards processing larger workloads and seamless CPU/GPU interoperability.
Manas Singh
Aug 27
RAPIDS 24.04 Release
RAPIDS 24.04 Release
Expanded accelerated vector search and zero-code change data science, Dask query planning, and support for Python 3.11 and pandas 2
Nick Becker
Apr 24
RAPIDS 24.02 release
RAPIDS 24.02 release
Zero code-change NetworkX, RAPIDS on Databricks with Dask, and more!
Alex Ravenel
Feb 22
RAPIDS 23.10 Release
RAPIDS 23.10 Release
RAPIDS Goes CPU/GPU (zero code change!), XGBoost 2.0, Improved Vector Search, and more
Nick Becker
Nov 16, 2023
Intro to Graph Analysis using cuGraph: Similarity Algorithms
Intro to Graph Analysis using cuGraph: Similarity Algorithms
This is the second chapter in our blog series on GPU-accelerated graph analysis using RAPIDS cuGraph. In the first chapter, we introduced…
Don Acosta
Oct 24, 2023
Intro to Graph Neural Networks with cuGraph-DGL
Intro to Graph Neural Networks with cuGraph-DGL
Using cuGraph-DGL to accelerate GNNs with GPUs
Alex Ravenel
Sep 12, 2023
RAPIDS 23.08 Release
RAPIDS 23.08 Release
GPU accelerated large-scale text processing, vector search, spatial analytics and much more!
Alex Ravenel
Aug 23, 2023
Introduction to Graph Analysis using cuGraph
Introduction to Graph Analysis using cuGraph
Don Acosta
Jul 11, 2023
RAPIDS 23.06 Release — Accelerating Data Science
RAPIDS 23.06 Release — Accelerating Data Science
CUDA 12 support for pip wheels, cuSpatial DE-9IM support, performance improvements across the board, timezone support, and more!
Alex Ravenel
Jun 21, 2023
cuSpatial 23.04
cuSpatial 23.04
GeoSeries, Intersection, Spatial Predicates, and more!
Alex Ravenel
May 23, 2023
Intro to Graph Neural Networks with cuGraph-PyG
Intro to Graph Neural Networks with cuGraph-PyG
Accelerate GNN training with the power of cuGraph and PyG
Alex Barghi
May 11, 2023
RAPIDS Release 23.04
RAPIDS Release 23.04
RAPIDS 23.04 is out! We are excited about this release, which includes major updates to cuSpatial, continued improvements to graph neural…
Alex Ravenel
May 9, 2023
RAPIDS Release 23.02
RAPIDS Release 23.02
First Release of the Year
Paul Mahler
Mar 9, 2023
Faster Resampling with Imbalanced-learn and cuML
Faster Resampling with Imbalanced-learn and cuML
Authors (alphabetical): Nick Becker (NVIDIA), Dante Gama Dessavre (NVIDIA), and Corey Nolet (NVIDIA)
Nick Becker
Feb 22, 2023
Easy CPU/GPU Arrays and DataFrames — Run your Dask code where you’d like
Easy CPU/GPU Arrays and DataFrames — Run your Dask code where you’d like
Authors: Rick Zamora and Ben Zaitlen
Rick Zamora
Feb 1, 2023
Faster Topic Modeling with BERTopic and RAPIDS cuML
Faster Topic Modeling with BERTopic and RAPIDS cuML
Authors (alphabetical): Nick Becker (NVIDIA), Dante Gama Dessavre (NVIDIA), Maarten Grootendorst (BERTopic), and Corey Nolet (NVIDIA)
Maarten Grootendorst
Jan 19, 2023
PyTorch + Rapids RMM: Maximize the Memory Efficiency of your Workflows
PyTorch + Rapids RMM: Maximize the Memory Efficiency of your Workflows
GPU-accelerated machine learning is producing fascinating results across a wide range of fields on a seemingly daily basis. While neural…
Ashwin Srinath
Jan 12, 2023
Query cuSpatial about your (Spatial) Relationship
Query cuSpatial about your (Spatial) Relationship
Authors: Thomson Comer, Michael Wang and Mark Harris
Michael Wang
Dec 16, 2022
RAPIDS 22.12 Release
RAPIDS 22.12 Release
Making sure your holiday season is full of presents.
Nick Becker
Dec 14, 2022
RAPIDS Memory Manager Pool: Speed up your memory allocations
RAPIDS Memory Manager Pool: Speed up your memory allocations
By: Vibhu Jawa and Randy Gelhausen
Vibhu Jawa
Dec 12, 2022
cuSpatial Makes Progress Toward a Full-Featured Spatial Analytics Library
cuSpatial Makes Progress Toward a Full-Featured Spatial Analytics Library
by Michael Wang, Thomson Comer, Mark Harris, Ben Jarmak
Michael Wang
Dec 1, 2022
Fast Data Pipelining with String UDFs
Fast Data Pipelining with String UDFs
Ever wish you could apply your own custom functions to string data columns in cuDF? Well, now you can! Recently cuDF introduced support for…
Brandon B. Miller
Nov 28, 2022
Announcing RAPIDS 22.10
Announcing RAPIDS 22.10
Serving cake, pip, and Windows at our fourth birthday party!
Sophie Watson
Oct 26, 2022
Extending Numba’s CUDA target with the high-level API
Extending Numba’s CUDA target with the high-level API
Numba is the Just-In-Time compiler used in RAPIDS cuDF to implement high-performance User-Defined Functions (UDFs) by turning user-supplied…
Graham Markall
Oct 26, 2022
Announcing the General Availability of Dask-SQL on GPUs
Announcing the General Availability of Dask-SQL on GPUs
We’re excited to announce General Availability of Dask-SQL on GPUs! This matters to you because it means more interoperability between data…
Randy Gelhausen
Oct 6, 2022
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