Cerebrium is a machine learning framework that makes it easier to train, deploy, and monitor machine learning models with just a few lines of code. It allows users to deploy serverless GPU models, support all major frameworks, chain together LLMs and custom models to create unique functionality, add logic before and after models, automatically version models, and have cold starts of less than 1 second. It also offers effortless fine-tuning, integration with top ML observability platforms, and the ability to monitor feature and prediction drift.