Experience applying various machine learning techniques, and understanding the key parameters that affect their performance Proficient in Python and shell scripting Experience with SQL Experience developing experimental and analytic plans for data modeling processes, using strong baselines, and determining cause and effect relations Experience using relevant statistical measures such as confidence intervals, significance of error measurements, development and evaluation data sets, etc