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Calli's career has evolved over 10 years in multiple roles, from a Services Engineer to Data Engineer to ML Engineer. As a software engineer, she works in multiple languages and various environments, including Java EE and Python. As an ML Engineer, she has implemented MLOps to automate model testing and data shapes. Calli is also a contributing member of the Open Source Software community.