This repository contains state-of-the-art deep learning training and deployment examples organized by model type. It covers computer vision, large language models, speech recognition and synthesis, recommender systems, drug discovery, forecasting, and translation. Scripts are optimized for NVIDIA GPU infrastructure using CUDA-X software and support multiple frameworks including PyTorch, TensorFlow, MXNet, and PaddlePaddle. The examples are provided as reproducible Jupyter notebooks and scripts designed for enterprise-grade deployment.