# Tutorials & Videos **URL:** https://devcommunity.amd.com/c/ai-full/knowledge-learning-hub/tutorials-videos/119.md [Latest](https://devcommunity.amd.com/latest.md) · [Categories](https://devcommunity.amd.com/categories.md) · [Tags](https://devcommunity.amd.com/tags.md) --- ## [Free GPU Credits for AMD AI Developers: How to Claim AMD Cloud Compute Access](https://devcommunity.amd.com/t/free-gpu-credits-for-amd-ai-developers-how-to-claim-amd-cloud-compute-access/633)
**Author:** [@Uncy\_AMD](https://devcommunity.amd.com/u/Uncy_AMD)\ **Replies:** 3\ **Last updated:** [August 5, 2026, 9:25am UTC](https://devcommunity.amd.com/t/free-gpu-credits-for-amd-ai-developers-how-to-claim-amd-cloud-compute-access/633 "2026-08-05T09:25:15Z")
GPU compute is one of the biggest bottlenecks in modern AI development. Training and deploying large language models requires significant GPU infrastructure—often creating cost barriers for developers, startups, and r… --- ## [AMD Vitis™ Subsystem (AI Engine + PL) Co-Simulation Using Vivado™ XSIM](https://devcommunity.amd.com/t/amd-vitis-subsystem-ai-engine-pl-co-simulation-using-vivado-xsim/311)
**Author:** [@Uncy\_AMD](https://devcommunity.amd.com/u/Uncy_AMD)\ **Replies:** 5\ **Last updated:** [June 30, 2026, 10:30am UTC](https://devcommunity.amd.com/t/amd-vitis-subsystem-ai-engine-pl-co-simulation-using-vivado-xsim/311 "2026-06-30T10:30:34Z")
The overview of AMD Vitis™ Subsystems (VSS) for AI Engine and programmable logic co-simulation. Learn how to use the VSS flow with Vivado™ XSIM to simulate AI Engine and PL components together in a unified environment. T… --- ## [Adapting AIM LLMs For Specific Use Cases Through Fine-Tuning in AMD AI Workbench](https://devcommunity.amd.com/t/adapting-aim-llms-for-specific-use-cases-through-fine-tuning-in-amd-ai-workbench/579)
**Author:** [@nirth\_AMD](https://devcommunity.amd.com/u/nirth_AMD)\ **Replies:** 0\ **Last updated:** [June 5, 2026, 3:00pm UTC](https://devcommunity.amd.com/t/adapting-aim-llms-for-specific-use-cases-through-fine-tuning-in-amd-ai-workbench/579 "2026-06-05T15:00:15Z")
In this blog, you will learn how to fine-tune a pre-trained Large Language Model (LLM) with AMD AI Workbench without writing a single line of code and then deploy it using AMD Inference Microservices (AIMs). Rather th… --- ## [What is AI Networking?](https://devcommunity.amd.com/t/what-is-ai-networking/520)
**Author:** [@Uncy\_AMD](https://devcommunity.amd.com/u/Uncy_AMD)\ **Replies:** 0\ **Last updated:** [May 12, 2026, 9:13am UTC](https://devcommunity.amd.com/t/what-is-ai-networking/520 "2026-05-12T09:13:29Z")
Why Do We Need AI Networking? AI networking is a set of purpose-built networking solutions that keep distributed AI workloads synchronized across accelerators, GPUs, and the host CPUs that coordinate them. Efficient… --- ## [7 Questions to Ask Before Building Your AI Infrastructure](https://devcommunity.amd.com/t/7-questions-to-ask-before-building-your-ai-infrastructure/501)
**Author:** [@Uncy\_AMD](https://devcommunity.amd.com/u/Uncy_AMD)\ **Replies:** 0\ **Last updated:** [May 4, 2026, 8:33am UTC](https://devcommunity.amd.com/t/7-questions-to-ask-before-building-your-ai-infrastructure/501 "2026-05-04T08:33:42Z")
The core bottleneck for deploying massive AI models is often the network. As you design systems to support up to tens of thousands of GPUs, traditional Ethernet, while ubiquitous and cost-effective, was not designed f… --- ## [How to Optimize AMD Versal™ AI Engine Design for DSP Tips and Tricks](https://devcommunity.amd.com/t/how-to-optimize-amd-versal-ai-engine-design-for-dsp-tips-and-tricks/316)
**Author:** [@Uncy\_AMD](https://devcommunity.amd.com/u/Uncy_AMD)\ **Replies:** 0\ **Last updated:** [February 3, 2026, 10:09am UTC](https://devcommunity.amd.com/t/how-to-optimize-amd-versal-ai-engine-design-for-dsp-tips-and-tricks/316 "2026-02-03T10:09:19Z")
Learn practical optimization tips and techniques for AI Engine DSP designs on AMD Versal™ Adaptive SoCs. This tutorial explores how to implement and scale channelized FIR filters using AIE-ML tiles, with a focus on maxim… --- ## [Getting Started with AMD AI Workbench: Deploying and Managing AI Workloads](https://devcommunity.amd.com/t/getting-started-with-amd-ai-workbench-deploying-and-managing-ai-workloads/291)
**Author:** [@Uncy\_AMD](https://devcommunity.amd.com/u/Uncy_AMD)\ **Replies:** 0\ **Last updated:** [January 14, 2026, 8:38am UTC](https://devcommunity.amd.com/t/getting-started-with-amd-ai-workbench-deploying-and-managing-ai-workloads/291 "2026-01-14T08:38:09Z")
In this blog, you will learn how to use AMD AI Workbench, an easy to use graphical user interface (GUI) with command-line interface (CLI) support for running and managing AI workloads. It’s part of the AMD Enterprise AI …