cuML

Dec 12, 2024

Harnessing GPU Acceleration for Multi-Label Classification with RAPIDS cuML

Modern classification workflows often require classifying individual records and data points into multiple categories instead of just assigning a single label....
4 MIN READ
Nov 14, 2024

Faster Causal Inference on Large Datasets with NVIDIA RAPIDS

As consumer applications generate more data than ever before, enterprises are turning to causal inference methods for observational data to help shed light on...
4 MIN READ
Workflow diagram for disaggregating data into clusters and running in batches and merging.
Oct 31, 2024

Even Faster and More Scalable UMAP on the GPU with RAPIDS cuML

UMAP is a popular dimension reduction algorithm used in fields like bioinformatics, NLP topic modeling, and ML preprocessing. It works by creating a k-nearest...
12 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
Oct 13, 2023

Supercharge Graph Analytics at Scale with GPU-CPU Fusion for 100x Performance

Graphs form the foundation of many modern data and analytics capabilities to find relationships between people, places, things, events, and locations across...
11 MIN READ
A close-up of a person typing on a laptop.
Aug 30, 2023

Workshop: Enhancing Data Science Outcomes with Efficient Workflows

Learn to create an end-to-end machine learning pipeline for large datasets with 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
Jun 27, 2023

GPU-Accelerated Single-Cell RNA Analysis with RAPIDS-singlecell

Single-cell sequencing has become one of the most prominent technologies used in biomedical research. Its ability to decipher changes in the transcriptome and...
13 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
Twitter topic model Dataiku diagram
Apr 04, 2023

Topic Modeling and Image Classification with Dataiku and NVIDIA Data Science

The Dataiku platform for everyday AI simplifies deep learning. Use cases are far-reaching, from image classification to object detection and natural language...
11 MIN READ
Computer art of squares on a dark background, with light coming from one side.
Mar 22, 2023

Reusable Computational Patterns for Machine Learning and Information Retrieval with RAPIDS RAFT

RAPIDS is a suite of accelerated libraries for data science and machine learning on GPUs: cuDF for pandas-like data structures cuGraph for graph data cuML for...
11 MIN READ
Jan 13, 2022

Accelerating Trustworthy AI for Credit Risk Management

On April 21, 2021, the EU Commission of the European Union issued a proposal for a regulation to harmonize the rules governing the design and marketing of AI...
13 MIN READ
Nov 12, 2020

Explaining and Accelerating Machine Learning for Loan Delinquencies

Machine learning (ML) can extract deep, complex insights out of data to help make decisions. In many cases, using more advanced models delivers real...
16 MIN READ
Oct 05, 2020

Making Python Data Science Enterprise-Ready with Dask

At NVIDIA, we are driving change in data science, machine learning, and artificial intelligence. Some of the key trends that drive us are as follows: The rise...
10 MIN READ