1. At least 2 years of experience with the following (Python, Scikit-learn, Tensorflow/PyTorch, Pandas, Numpy, Matplotlib,PySpark, Git, Linux/Command line, etc.) 2. Experience working with SQL and NoSQL databases 3. Formal academic training in math, statistics, software