You need a different expression. Are you a student, a professor, or the janitor? To "start a department" would often mean to create or build a new department.
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Cookiemonsterstart my departmentI think department is the wrong word because this makes no sense. Are you trying to say that you will be starting your studies?
CookiemonsterI'm going to start my studies in the Department of Chemistry in September.Perfect.