3+ years of building models for business application experience
PhD, or Master's degree and 4+ years of CS, CE, ML or related field experience
Experience programming in Java, C++, Python or related language
Experience working with PyTorch or JAX software, or experience with Machine Learning and Large Language Model fundamentals, including architecture, training/inference lifecycles, and optimization of model execution
Experience with A/B testing, especially around audience segmentation and targeting
Experience with large scale distributed systems such as Hadoop, Spark etc.
Experience with causal inference methods (incrementality testing, difference- in-differences, instrumental variables, or synthetic control).