Determined AI is a company focused on building a robust platform for deep learning model training that accelerates the machine learning (ML) development process. Their platform is designed to improve efficiency and collaboration by providing tools for experiment management, hyperparameter optimization, and distributed training. By offering an infrastructure-agnostic solution, they enable researchers and developers to scale their ML workloads seamlessly across cloud and on-premise environments. Determined AI aims to streamline the workflow for data scientists and ML engineers, allowing them to focus on model innovation rather than infrastructure constraints.