Educator and researcher writing about machine learning, science, ethics and inclusion. Her official site collects essays and career updates, with recurring attention to how AI claims are evaluated and how technical education can reach more people. It is useful for learners and practitioners seeking a wider view of machine learning that connects implementation with social context, evidence and the limitations of available data.