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Artificial intelligence

MONAI Deploy
Stable Diffusion (ONNX Runtime)
3D scene mapping using NeRF
Stable diffusion (AITemplate)
Fine-tune Llama with LoRA
LLMs and Text Generation Inference
LoRA & efficient fine-tuning
LLM fine-tuning with JAX
Accelerating XGBoost
Pytorch Lightning
LLM Training with Megatron-DeepSpeed
Pre-training BERT (PyTorch)
Pre-training BERT (TensorFlow)
MusicGen (Pytorch)

High-performance computing

Finite difference - Laplacian (1)
Finite difference - Laplacian (2)
Finite difference - Laplacian (3)
Finite difference - Laplacian (4)
Jacobi solver
Sparse matrix vector multiply (1)

Software tools & optimization

PyTorch & TensorFlow environment
GPU-aware MPI
Register pressure
Introduction to profiling tools
MI200 memory space
ROCm™ installation
Matrix cores

Acknowledgements

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