Data Science
Aug 15, 2024
Bringing Confidentiality to Vector Search with Cyborg and RAPIDS cuVS
In the era of generative AI, vector databases have become indispensable for storing and querying high-dimensional data efficiently. However, like all databases,...
7 MIN READ
Aug 09, 2024
RAPIDS cuDF Unified Memory Accelerates pandas up to 30x on Large Datasets
NVIDIA has released RAPIDS cuDF unified memory and text data processing features that help data scientists continue to use pandas when working with larger and...
6 MIN READ
Aug 08, 2024
Improving GPU Performance by Reducing Instruction Cache Misses
GPUs are specially designed to crunch through massive amounts of data at high speed. They have a large amount of compute resources, called streaming...
11 MIN READ
Aug 01, 2024
Just Released: CUDA Toolkit 12.6
The release supports GB100 capabilities and new library enhancements to cuBLAS, cuFFT, cuSOLVER, cuSPARSE, as well as the release of Nsight Compute 2024.3.
1 MIN READ
Jul 31, 2024
Curating Custom Datasets for LLM Parameter-Efficient Fine-Tuning with NVIDIA NeMo Curator
In a recent post, we discussed how to use NVIDIA NeMo Curator to curate custom datasets for pretraining or continuous training use cases of large language...
11 MIN READ
Jul 24, 2024
Cell Imaging Feature Extraction and Morphology Clustering for Spatial Omics
VISTA-2D is a new foundational model from NVIDIA that can quickly and accurately perform cell segmentation, a fundamental task in cell imaging and spatial omics...
8 MIN READ
Jul 18, 2024
Accelerating Vector Search: RAPIDS cuVS IVF-PQ Part 2, Performance Tuning
In the first part of the series, we presented an overview of the IVF-PQ algorithm and explained how it builds on top of the IVF-Flat algorithm, using the...
14 MIN READ
Jul 18, 2024
Accelerating Vector Search: RAPIDS cuVS IVF-PQ Part 1, Deep Dive
In this blog post, we continue the series on accelerating vector search using cuVS. Our previous post in the series introduced IVF-Flat, a fast algorithm for...
14 MIN READ
Jul 17, 2024
Encoding and Compression Guide for Parquet String Data Using RAPIDS
Parquet writers provide encoding and compression options that are turned off by default. Enabling these options may provide better lossless compression for your...
10 MIN READ
Jul 16, 2024
Building an AI Agent for Supply Chain Optimization with NVIDIA NIM and cuOpt
Enterprises face significant challenges in making supply chain decisions that maximize profits while adapting quickly to dynamic changes. Optimal supply chain...
8 MIN READ
Jul 15, 2024
Unlock Gene Networks Using Limited Data with AI Model Geneformer
Geneformer is a recently introduced and powerful AI model that learns gene network dynamics and interactions using transfer learning from vast single-cell...
6 MIN READ
Jul 12, 2024
Event: WeAreDevelopers World Congress 2024
Join NVIDIA at WeAreDevelopers July 17-19 to learn how accelerated computing tools powered by GPUs are shaping the future.
1 MIN READ
Jul 12, 2024
Boosting Mathematical Optimization Performance and Energy Efficiency on the NVIDIA Grace CPU
Mathematical optimization is a powerful tool that enables businesses and people to make smarter decisions and reach any number of goals—from improving...
4 MIN READ
Jul 11, 2024
Defending AI Model Files from Unauthorized Access with Canaries
As AI models grow in capability and cost of creation, and hold more sensitive or proprietary data, securing them at rest is increasingly important....
6 MIN READ
Jul 11, 2024
Optimize AI Model Performance and Maintain Data Privacy with Hybrid RAG
The rapidly evolving field of generative AI is focused on building neural networks that can create realistic content such as text, images, audio, and synthetic...
7 MIN READ
Jul 09, 2024
Just Released: nvmath-python
nvmath-python is an open-source Python library that provides high performance access to the core mathematical operations in the NVIDIA Math Libraries. Available...
1 MIN READ