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

Speed Up Machine Learning Models with Accelerated WEKA

July 1, 2022

Speed Up Machine Learning Models with Accelerated WEKA

Building a Four-Node Cluster with NVIDIA Jetson Xavier NX

July 1, 2022

Building a Four-Node Cluster with NVIDIA Jetson Xavier NX

July 1, 2022

Advanced API Performance: Vulkan Clearing and Presenting

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

June 30, 2022

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




News

Driving Data Center Innovation Through Ecosystem Partners

July 1, 2022

Driving Data Center Innovation Through Ecosystem Partners

Upcoming Webinar: Using GPUs to Accelerate HD Mapping and Location-Based Services

July 1, 2022

Upcoming Webinar: Using GPUs to Accelerate HD Mapping and Location-Based Services

Building Generally Capable AI Agents with MineDojo

July 1, 2022

Building Generally Capable AI Agents with MineDojo

Minerva CQ Deploys NVIDIA Riva Enterprise in the Energy Sector

June 30, 2022

Minerva CQ Deploys NVIDIA Riva Enterprise in the Energy Sector



Download CUDA today.

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