Tutorials

Tutorials#

In this set of tutorials you will go through a set of hands-on notebooks that will teach you how to use and develop AI models on AMD technology.

Start by setting up the environment for your AMD hardware.

Image Classification Tutorial#

  1. Run a pre-trained image classification model on AMD technology from Hugging Face.

  2. Train a Pneumonia detection model on AMD technology.

  3. Accelerate PyTorch Models using torch.compile on AMD GPUs with ROCm

LLM Tutorial#

  1. Run a pre-trained multimodal model from Hugging Face.

  2. Fine-tune Llama3 to generate Markdown friendly Python functions

  3. Retrieval Augmented Generation (RAG) using LlamaIndex

  4. Leaner LLM Inference with INT8 Quantization on AMD GPUs using PyTorch

Optimizing Tutorial#

Coming soon

Copyright (C) 2025 Advanced Micro Devices, Inc. All rights reserved.

SPDX-License-Identifier: MIT

Contents