PyTorch#
PyTorch is a leading deep learning framework known for its dynamic computation graphs, intuitive Python API, and strong GPU acceleration support. Developed by Meta AI, it has become the preferred choice for research and increasingly for production deployments. This section covers PyTorch fundamentals including tensor operations, neural network construction, model training, and GPU utilization. For large-scale training, we also cover distributed computing with Slurm, the workload manager commonly used on HPC clusters and cloud GPU instances.