Deep Learning is the Future of Trading -- Jane Street's ML Infrastructure and Strategy

Jane Street believes deep learning is the future of quantitative trading and has built a rapidly growing GPU cluster with tens of thousands of high-end GPUs (including H100s and H200s). Their ML team creates neural network models that drive trading strategies, working across timescales from sub-microsecond to long-term pattern discovery. This module covers their ML approach, the unique challenges of applying deep learning to financial markets, and how this shapes interview expectations.