Best practice

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Sep 07, 2023

NVIDIA CUDA Toolkit Symbol Server

NVIDIA has already made available a GPU driver binary symbols server for Windows. Now, NVIDIA is making available a repository of CUDA Toolkit symbols for...
3 MIN READ
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Sep 01, 2023

Advanced API Performance: Shaders

This post covers best practices when working with shaders on NVIDIA GPUs. To get a high and consistent frame rate in your applications, see all Advanced...
6 MIN READ
Aug 10, 2023

Pro Tips for Building Multilingual Recommender Systems

Picture this: You're browsing through an online store, looking for the perfect pair of running shoes. But with thousands of options available, where do you even...
12 MIN READ
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Jul 31, 2023

Advanced API Performance: Synchronization

Synchronization in graphics programming refers to the coordination and control of concurrent operations to ensure the correct and predictable execution of...
2 MIN READ
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Jul 18, 2023

Advanced API Performance: Pipeline State Objects

This post covers best practices when working with pipeline state objects on NVIDIA GPUs. To get a high and consistent frame rate in your applications, see...
2 MIN READ
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Jul 17, 2023

GPUs for ETL? Run Faster, Less Costly Workloads with NVIDIA RAPIDS Accelerator for Apache Spark and Databricks

We were stuck. Really stuck. With a hard delivery deadline looming, our team needed to figure out how to process a complex extract-transform-load (ETL) job on...
7 MIN READ
Jul 11, 2023

Accelerated Data Analytics: Machine Learning with GPU-Accelerated Pandas and Scikit-learn

If you are looking to take your machine learning (ML) projects to new levels of speed and scalability, GPU-accelerated data analytics can help you deliver...
13 MIN READ
Jul 10, 2023

In-Game GPU Profiling for DirectX 12 Using SetBackgroundProcessingMode

If you are a DirectX 12 (DX12) game developer, you may have noticed that GPU times displayed in real time in your game HUD may change over time for a given...
4 MIN READ
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May 04, 2023

Advanced API Performance: Sampler Feedback

This post covers best practices for using sampler feedback on NVIDIA GPUs. To get a high and consistent frame rate in your applications, see all Advanced API...
2 MIN READ
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Jan 25, 2023

Tips on Scaling Storage for AI Training and Inferencing

There are many benefits of GPUs in scaling AI, ranging from faster model training to GPU-accelerated fraud detection. While planning AI models and deployed...
8 MIN READ
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Dec 01, 2022

Benefits of Using Pull Requests for Collaboration and Code Review

Software teams comprise a broad range of professionals, from software engineers and data scientists to project managers and technical writers. Sharing code with...
6 MIN READ
Nov 07, 2022

Data Storytelling Best Practices for Data Scientists and AI Practitioners

Storytelling with data is a crucial soft skill for AI and data professionals. To ensure that stakeholders understand the technical requirements, value, and...
8 MIN READ
Jul 25, 2022

Best Practices for Using NVIDIA RTX Ray Tracing (Updated)

This post gathers best practices based on our experiences...
23 MIN READ
Sep 07, 2021

Considerations for Deploying AI at the Edge

The growth of edge computing has been a hot topic in many industries. The value of smart infrastructure can mean improvements to overall operational efficiency,...
4 MIN READ
May 20, 2021

Tips: Acceleration Structure Compaction

In ray tracing, more geometries can reside in the GPU memory than with the rasterization approach because rays may hit the geometries out of the view frustum....
7 MIN READ
Mar 26, 2021

Best Practices for Using AI to Develop the Most Accurate Retail Forecasting Solution

A leading global retailer has invested heavily in becoming one of the most competitive technology companies around.  Accurate and...
16 MIN READ