Access tutorials, blogs, open-source projects, and other resources for AI development with the ROCm™ software platform. This site provides an end-to-end journey for all AI developers who want to develop AI applications and optimize them on AMD GPUs.

ROCm Software Stack

Get Access to AMD GPUs

Here is how you build AI applications with AMD GPUs 

  • AMD Cloud Access 
  • On Prem Access 
AMD Cloud Access 
The latest in GPU-accelerated cloud computing programs for developers and open-source contributors.		 View Cloud Access Options 
On Prem Access 
A diverse portfolio of solution offerings from leading OEMs and platform designers to build AI GPU clusters		 View Instinct  Solution Catalog 
AMD Radeon™ GPU Access 
Great capabilities for local AI inference, development, and other memory-intensive workloads 		 View Radeon GPU Catalog 

ROCm Software and Container Setup

Learning Resources

Explore more topics to find relevant learning resources to help you stay updated with the latest technological advancements from AMD.

Tutorials 

Tutorials in Jupyter Notebook formatting for inference, fine-tuning, training, and kernel optimization.

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Videos

Watch quick video tutorials to get your questions answered. 

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Introducing the AMD Developer Cloud
Running DeepSeek on AMD GPUs with SGLang
Running an LLM on AMD GPUs
Deploying vLLM with AMD ROCm™ Software
How to install AMD ROCm software on Ubuntu

Performance Results

Find the latest performance on AMD GPUs. Performance numbers are frequently updated as a reference point to help users test observed performance.

See Performance Results

Deployment and Orchestration 

Streamline and automate the deployment, monitoring, and maintenance of ML models in the data center.

Explore Instinct™ Documentation

ROCm Documentation 

Comprehensive information about ROCm components, tools, compilers, runtimes, and debugger.

AMD Instinct GPUs
AMD Radeon GPUs

Open-source Projects Using ROCm Software

Collaboration with ecosystem partners through CI/CD clusters and joint roadmap development.

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AMD Infinity Hub

Collection of advanced GPU software containers and deployment guides for AI and ML applications.

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Blogs

Stay updated on the latest tutorials, tips, and use cases for AI developers.

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Community and Support

Join various open-source forums, including our own ROCm discussion forum, to share knowledge, report issues, and get answers.

Featured Forums

Join the AMD Developer Community Discord Server

Connect with fellow developers and AMD staff around hardware, software tools, technologies, open-source development and more.

Join the Discussion
Discord

Other Forums

Pytorch related questions and issues
vLLM related questions and issues
ROCm related questions
Ready to file bugs or PRs?

The ROCm™ Star Application Developer Certificate

Test your knowledge on developing, optimizing, and deploying AI and HPC applications on AMD GPUs using ROCm software and boost your career by earning an AMD ROCm Star Certificate.

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