Bighead is Airbnb's machine learning infrastructure that was created to: 1) Standardize and simplify the ML development workflow; 2) Reduce the time and effort to build ML models from weeks/months to days/weeks; and 3) Enable more teams at Airbnb to utilize ML. It provides services for data management, model training/scoring, production deployment, and model management to make the ML process more efficient and consistent across teams. Bighead is built on open source technologies like Spark, TensorFlow, and Kubernetes but addresses gaps to fully support the end-to-end ML pipeline.