Cerebrium is a machine learning framework that simplifies the training- deployment- and monitoring of machine learning models using minimal code. It enables users to easily deploy GPU models without the need for servers- supports all major frameworks- allows for the combination of LLMs and custom models to create customized functionality- and enables the addition of logic before and after models. Additionally- it automatically versions models- ensures cold starts in less than 1 second- facilitates effortless fine-tuning- integrates with leading ML observability platforms- and enables the monitoring of feature and prediction drift.