Free Tools and Trainings for Developers

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CUDA Toolkit

Develop, Optimize and Deploy GPU-Accelerated Apps

The NVIDIA® CUDA® Toolkit provides a development environment for creating high performance GPU-accelerated applications. With the CUDA Toolkit, you can develop, optimize, and deploy your applications on GPU-accelerated embedded systems, desktop workstations, enterprise data centers, cloud-based platforms and HPC supercomputers. The toolkit includes GPU-accelerated libraries, debugging and optimization tools, a C/C++ compiler, and a runtime library to deploy your application.

Using built-in capabilities for distributing computations across multi-GPU configurations, scientists and researchers can develop applications that scale from single GPU workstations to cloud installations with thousands of GPUs.

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CUDA 11 Features

CUDA 11 introduces support for the NVIDIA Ampere architecture, Arm server processors, performance-optimized libraries, and new developer tool capabilities.

Support for the NVIDIA Ampere architecture includes next generation Tensor Cores, mixed precision modes, Multi-Instance GPU (MIG), advanced memory management, and standard C++/Fortran parallel language constructs.

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GTC Digital Webinars

Dive deeper into the latest CUDA features.


Customer Stories

See how developers, scientists, and researchers are using CUDA today.


CUDA Ecosystem

Explore the top compute and graphics packages with built-in CUDA integration.

Adobe, CUDA Ecosystem Partner
Ansys, CUDA Ecosystem Partner
Autodesk, CUDA Ecosystem Partner
Dassault Systemes, CUDA Ecosystem Partner
MathWorks, CUDA Ecosystem Partner
Microsoft, CUDA Ecosystem Partner
National Instruments, CUDA Ecosystem Partner
Wolfram Mathematica, CUDA Ecosystem Partner


Tutorials

The Full Stack Optimization Powering NVIDIA MLPerf Training v2.0 Performance

June 29, 2022

The Full Stack Optimization Powering NVIDIA MLPerf Training v2.0 Performance

Improving Enterprise IT Fraud Prevention

June 29, 2022

Improving Enterprise IT Fraud Prevention

Transformers4Rec: Building Session-Based Recommendations with an NVIDIA Merlin Library

June 28, 2022

Transformers4Rec: Building Session-Based Recommendations with an NVIDIA Merlin Library

June 28, 2022

Advanced API Performance: SetStablePowerState




News

DLI Course: Disaster Risk Monitoring Using Satellite Imagery

June 28, 2022

DLI Course: Disaster Risk Monitoring Using Satellite Imagery

Community Spotlight: Democratizing Computer Vision and Conversational AI in Kenya

June 28, 2022

Community Spotlight: Democratizing Computer Vision and Conversational AI in Kenya

Explore Resources and Activities for Jetson Nano Users with the “Summer of Jetson” from NVIDIA and SparkFun

June 27, 2022

Explore Resources and Activities for Jetson Nano Users with the “Summer of Jetson” from NVIDIA and SparkFun

Build Custom Synthetic Data Generation Pipelines with Omniverse Replicator

June 27, 2022

Build Custom Synthetic Data Generation Pipelines with Omniverse Replicator



Download CUDA today.

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