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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.
RAPIDS Releases
DataFrames
Machine Learning
Data Visualization
Graph Analytics
NLP
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cuSpatial 23.04
cuSpatial 23.04
GeoSeries, Intersection, Spatial Predicates, and more!
Alex Ravenel
May 23
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
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
RAPIDS Release 23.02
RAPIDS Release 23.02
First Release of the Year
Paul Mahler
Mar 9
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
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
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
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
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
Announcing RAPIDS on WSL for Windows
Announcing RAPIDS on WSL for Windows
We are announcing General Availability for RAPIDS on Windows 11 via WSL, the Windows Subsystem for Linux. Usability is now part of our…
Paul Mahler
Sep 21, 2022
RAPIDS release blog 22.08
RAPIDS release blog 22.08
Improved performance, new features, extended functionality and greater stability
Sophie Watson
Sep 8, 2022
RAPIDS release blog 22.06
RAPIDS release blog 22.06
RAPIDS 22.06 brings new support for massive graphs, and expands the support for Multi-Node Multi-GPU algorithms.
Sophie Watson
Jun 30, 2022
RAPIDS Release 22.04
RAPIDS Release 22.04
Scaling and simplifying developer experience
Sophie Watson
Apr 14, 2022
Accelerating Topic modeling with RAPIDS and BERT models
Accelerating Topic modeling with RAPIDS and BERT models
Topic modeling for text processing, Deep Learning based embedding creation, reduction, and clustering on GPUs.
Vibhu Jawa
Mar 15, 2022
RAPIDS Release 22.02
RAPIDS Release 22.02
Bringing more integration points, expanding functionality, and improving performance.
Sophie Watson
Feb 9, 2022
RAPIDS Release 21.12
RAPIDS Release 21.12
RAPIDS 21.12 strengthens the GPU analytics foundation, improves ecosystem compatibility, and brings new functionality and integrations.
Nick Becker
Dec 16, 2021
Time Moves Forward — RAPIDS Hits Its Three Year Milestone
Time Moves Forward — RAPIDS Hits Its Three Year Milestone
Release 21.10 continues to work toward the vision of making GPU speed available to everyone
Paul Mahler
Oct 11, 2021
Accelerating TF-IDF for Natural Language Processing with Dask and RAPIDS
Accelerating TF-IDF for Natural Language Processing with Dask and RAPIDS
Learn how to use RAPIDS and Dask to make NLP pipelines for indexing, summation, and text clustering much faster.
Vibhu Jawa
Sep 16, 2021
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