Define Media uses machine learning to optimize ad placement with low latency. Their architecture leverages AWS services like Lambda, EKS, and S3 to process 100,000 predictions per minute. The system uses embeddings and a two-step neural network approach to make fast decisions on ad placement based on context, user location, and interaction data. This innovative solution allows Define Media to deliver highly targeted advertisements efficiently at scale.