Free Tools and Trainings for Developers

Get exclusive access to hundreds of SDKs, technical trainings, and opportunities to connect with millions of like-minded developers, researchers, and students.


Learn more

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.

Download now

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.

Learn more

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

Detecting Objects in Point Clouds Using ROS 2 and TAO-PointPillars

September 30, 2022

Detecting Objects in Point Clouds Using ROS 2 and TAO-PointPillars

Explainer: What is Zero Trust?

September 28, 2022

Explainer: What is Zero Trust?

Finding Out Where Your Application and Network Intersect

September 28, 2022

Finding Out Where Your Application and Network Intersect

Detecting Threats Faster with AI-Based Cybersecurity

September 22, 2022

Detecting Threats Faster with AI-Based Cybersecurity




News

Google Colab’s ‘Pay As You Go’ Offers More Access to Powerful NVIDIA Compute for Machine Learning

September 29, 2022

Google Colab’s ‘Pay As You Go’ Offers More Access to Powerful NVIDIA Compute for Machine Learning

AI Model Matches Radiologists’ Accuracy Identifying Breast Cancer in MRIs

September 28, 2022

AI Model Matches Radiologists’ Accuracy Identifying Breast Cancer in MRIs

Powering NVIDIA-Certified Enterprise Systems with Arm CPUs

September 28, 2022

Powering NVIDIA-Certified Enterprise Systems with Arm CPUs

Upcoming Event: JetPack 5.0.2 Walkthrough for Jetson Orin-Based Modules

September 27, 2022

Upcoming Event: JetPack 5.0.2 Walkthrough for Jetson Orin-Based Modules



Download CUDA today.

Download now