Caterpillar, in collaboration with MathWorks, has developed a big data and machine/deep learning infrastructure. The infrastructure seamlessly provides for a web-based ground-truth interface, a database for storing and querying ground-truth metadata, and an engineering interface with tight integration with MATLAB^® products for machine learning, visualization, and code generation. The system automatically ground-truths and labels data, dramatically limiting the need for human supervision while reducing development time. The infrastructure is scalable in the number of users, the amount of data, and the amount of available compute power.