Determined is a deep learning training platform that handles distributed computing across GPU clusters. It provides Python APIs for integrating existing PyTorch or TensorFlow codebases, a CLI for launching experiments locally or on cloud providers like AWS and GCP, and a Web UI for visualizing loss curves, hyperparameter plots, and cluster utilization. The platform supports automated hyperparameter tuning through search strategies like adaptive ASHA and manages resource allocation to optimize GPU usage.