Applications & models - Page 2#
Explore the latest blogs about applications and models in the ROCm ecosystem, including machine learning frameworks, AI models, and application case studies.
Training a Robotic Arm Using MuJoCo and JAX on AMD Hardware with ROCm™
A complete guide to training an RL-based pick-and-lift robotic arm in MuJoCo with JAX, running on AMD hardware via ROCm.
Programming Tensor Descriptors in Composable Kernel (CK)
Learn how to use TensorDescriptor in Composable Kernel (CK) to manage multi-dimensional data layouts and write efficient GPU kernels on AMD GPUs.
Engineering Qwen-VL for Production: Vision Module Architecture and Optimization Practices
Explore how to optimize Qwen-VL for production on AMD Instinct MI308X GPUs with ROCm, from vision module architecture to kernel fusion and deployment.
Accelerating Kimi-K2.5 on AMD Instinct™ MI300X: Optimizing Fused MoE with FlyDSL
Optimize Kimi-K2.5 on AMD MI300X using FlyDSL for fused MoE kernel acceleration. Achieve faster TTFT, TPOT, and throughput with our step-by-step optimization guide.
GROMACS on AMD Instinct GPUs: A Complete Build Guide
Build GROMACS with HIP, UCX, and OpenMPI on AMD MI300X/MI355X — covering bare metal, Apptainer, and Docker deployments.
Edge-to-Cloud Robotics with AMD ROCm: From Data Collection to Real-Time Inference
This blog demonstrates a comprehensive Edge-to-Cloud robotics AI solution powered by the AMD ecosystem and the Hugging Face LeRobot framework.
hipBLASLt Online GEMM Tuning
Learn how to improve model performance with hipBLASLt online tuning merged into LLM framework
Utilizing AMD Instinct GPU Accelerators for Weather and Precipitation Forecasting with NeuralGCM
A showcase of how to run NeuralGCM, a hybrid GCM model, on AMD Instinct hardware, including an introduction, installation, inference, and plotting.
GROMACS Performance on AMD Instinct MI355X
Explore GROMACS molecular dynamics performance benchmarks on AMD Instinct MI355X GPUs with HIP acceleration.
Getting Started with ComfyUI on AMD Radeon™ RX 9000 Series GPUs
Learn how to set up and optimize ComfyUI on AMD Radeon RX 9000 GPUs with ROCm 7.1 — solve common issues and start generating.
HPC Coding Agent - Part 3: MCP Tool for Profiling
Build an AI agent specialized in optimizing HPC workloads by connecting a Cline agent to expert-level AMD profiling tools via a custom MCP server.
Fine-Tuning AI Surrogate Models for Physics Simulations with Walrus on AMD Instinct GPU Accelerators
A showcase of fine-tuning the foundational physics simulation model Walrus on a new physics dataset using AMD Instinct hardware.