tutorials.md

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

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